src/HOL/Analysis/Binary_Product_Measure.thy
author Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
Tue, 28 Aug 2018 13:28:39 +0100
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(*  Title:      HOL/Analysis/Binary_Product_Measure.thy
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    Author:     Johannes Hölzl, TU München
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*)
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section%important \<open>Binary product measures\<close>
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theory Binary_Product_Measure
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imports Nonnegative_Lebesgue_Integration
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begin
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lemma%unimportant Pair_vimage_times[simp]: "Pair x -` (A \<times> B) = (if x \<in> A then B else {})"
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  by auto
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lemma%unimportant rev_Pair_vimage_times[simp]: "(\<lambda>x. (x, y)) -` (A \<times> B) = (if y \<in> B then A else {})"
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  by auto
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subsection%important "Binary products"
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definition%important pair_measure (infixr "\<Otimes>\<^sub>M" 80) where
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  "A \<Otimes>\<^sub>M B = measure_of (space A \<times> space B)
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      {a \<times> b | a b. a \<in> sets A \<and> b \<in> sets B}
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      (\<lambda>X. \<integral>\<^sup>+x. (\<integral>\<^sup>+y. indicator X (x,y) \<partial>B) \<partial>A)"
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lemma%important pair_measure_closed: "{a \<times> b | a b. a \<in> sets A \<and> b \<in> sets B} \<subseteq> Pow (space A \<times> space B)"
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  using%unimportant sets.space_closed[of A] sets.space_closed[of B] by auto
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lemma%important space_pair_measure:
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  "space (A \<Otimes>\<^sub>M B) = space A \<times> space B"
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  unfolding pair_measure_def using pair_measure_closed[of A B]
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  by%unimportant (rule space_measure_of)
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lemma%unimportant SIGMA_Collect_eq: "(SIGMA x:space M. {y\<in>space N. P x y}) = {x\<in>space (M \<Otimes>\<^sub>M N). P (fst x) (snd x)}"
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  by (auto simp: space_pair_measure)
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lemma%unimportant sets_pair_measure:
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  "sets (A \<Otimes>\<^sub>M B) = sigma_sets (space A \<times> space B) {a \<times> b | a b. a \<in> sets A \<and> b \<in> sets B}"
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  unfolding pair_measure_def using pair_measure_closed[of A B]
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  by (rule sets_measure_of)
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lemma%unimportant sets_pair_measure_cong[measurable_cong, cong]:
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  "sets M1 = sets M1' \<Longrightarrow> sets M2 = sets M2' \<Longrightarrow> sets (M1 \<Otimes>\<^sub>M M2) = sets (M1' \<Otimes>\<^sub>M M2')"
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  unfolding sets_pair_measure by (simp cong: sets_eq_imp_space_eq)
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lemma%unimportant pair_measureI[intro, simp, measurable]:
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  "x \<in> sets A \<Longrightarrow> y \<in> sets B \<Longrightarrow> x \<times> y \<in> sets (A \<Otimes>\<^sub>M B)"
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  by (auto simp: sets_pair_measure)
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lemma%unimportant sets_Pair: "{x} \<in> sets M1 \<Longrightarrow> {y} \<in> sets M2 \<Longrightarrow> {(x, y)} \<in> sets (M1 \<Otimes>\<^sub>M M2)"
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  using pair_measureI[of "{x}" M1 "{y}" M2] by simp
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lemma%unimportant measurable_pair_measureI:
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  assumes 1: "f \<in> space M \<rightarrow> space M1 \<times> space M2"
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  assumes 2: "\<And>A B. A \<in> sets M1 \<Longrightarrow> B \<in> sets M2 \<Longrightarrow> f -` (A \<times> B) \<inter> space M \<in> sets M"
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  shows "f \<in> measurable M (M1 \<Otimes>\<^sub>M M2)"
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  unfolding pair_measure_def using 1 2
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  by (intro measurable_measure_of) (auto dest: sets.sets_into_space)
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lemma%unimportant measurable_split_replace[measurable (raw)]:
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  "(\<lambda>x. f x (fst (g x)) (snd (g x))) \<in> measurable M N \<Longrightarrow> (\<lambda>x. case_prod (f x) (g x)) \<in> measurable M N"
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  unfolding split_beta' .
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lemma%important measurable_Pair[measurable (raw)]:
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  assumes f: "f \<in> measurable M M1" and g: "g \<in> measurable M M2"
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  shows "(\<lambda>x. (f x, g x)) \<in> measurable M (M1 \<Otimes>\<^sub>M M2)"
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proof%unimportant (rule measurable_pair_measureI)
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  show "(\<lambda>x. (f x, g x)) \<in> space M \<rightarrow> space M1 \<times> space M2"
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    using f g by (auto simp: measurable_def)
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  fix A B assume *: "A \<in> sets M1" "B \<in> sets M2"
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  have "(\<lambda>x. (f x, g x)) -` (A \<times> B) \<inter> space M = (f -` A \<inter> space M) \<inter> (g -` B \<inter> space M)"
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    by auto
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  also have "\<dots> \<in> sets M"
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    by (rule sets.Int) (auto intro!: measurable_sets * f g)
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  finally show "(\<lambda>x. (f x, g x)) -` (A \<times> B) \<inter> space M \<in> sets M" .
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qed
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lemma%unimportant measurable_fst[intro!, simp, measurable]: "fst \<in> measurable (M1 \<Otimes>\<^sub>M M2) M1"
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  by (auto simp: fst_vimage_eq_Times space_pair_measure sets.sets_into_space times_Int_times
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    measurable_def)
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lemma%unimportant measurable_snd[intro!, simp, measurable]: "snd \<in> measurable (M1 \<Otimes>\<^sub>M M2) M2"
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  by (auto simp: snd_vimage_eq_Times space_pair_measure sets.sets_into_space times_Int_times
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    measurable_def)
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lemma%unimportant measurable_Pair_compose_split[measurable_dest]:
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  assumes f: "case_prod f \<in> measurable (M1 \<Otimes>\<^sub>M M2) N"
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  assumes g: "g \<in> measurable M M1" and h: "h \<in> measurable M M2"
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  shows "(\<lambda>x. f (g x) (h x)) \<in> measurable M N"
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  using measurable_compose[OF measurable_Pair f, OF g h] by simp
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lemma%unimportant measurable_Pair1_compose[measurable_dest]:
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  assumes f: "(\<lambda>x. (f x, g x)) \<in> measurable M (M1 \<Otimes>\<^sub>M M2)"
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  assumes [measurable]: "h \<in> measurable N M"
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  shows "(\<lambda>x. f (h x)) \<in> measurable N M1"
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  using measurable_compose[OF f measurable_fst] by simp
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lemma%unimportant measurable_Pair2_compose[measurable_dest]:
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  assumes f: "(\<lambda>x. (f x, g x)) \<in> measurable M (M1 \<Otimes>\<^sub>M M2)"
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  assumes [measurable]: "h \<in> measurable N M"
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  shows "(\<lambda>x. g (h x)) \<in> measurable N M2"
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  using measurable_compose[OF f measurable_snd] by simp
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lemma%unimportant measurable_pair:
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  assumes "(fst \<circ> f) \<in> measurable M M1" "(snd \<circ> f) \<in> measurable M M2"
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  shows "f \<in> measurable M (M1 \<Otimes>\<^sub>M M2)"
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  using measurable_Pair[OF assms] by simp
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lemma%unimportant (*FIX ME needs a name *)
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  assumes f[measurable]: "f \<in> measurable M (N \<Otimes>\<^sub>M P)"
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  shows measurable_fst': "(\<lambda>x. fst (f x)) \<in> measurable M N"
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    and measurable_snd': "(\<lambda>x. snd (f x)) \<in> measurable M P"
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  by simp_all
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lemma%unimportant (*FIX ME needs a name *)
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  assumes f[measurable]: "f \<in> measurable M N"
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  shows measurable_fst'': "(\<lambda>x. f (fst x)) \<in> measurable (M \<Otimes>\<^sub>M P) N"
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    and measurable_snd'': "(\<lambda>x. f (snd x)) \<in> measurable (P \<Otimes>\<^sub>M M) N"
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  by simp_all
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Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   119
lemma%unimportant sets_pair_in_sets:
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   120
  assumes "\<And>a b. a \<in> sets A \<Longrightarrow> b \<in> sets B \<Longrightarrow> a \<times> b \<in> sets N"
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   121
  shows "sets (A \<Otimes>\<^sub>M B) \<subseteq> sets N"
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   122
  unfolding sets_pair_measure
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   123
  by (intro sets.sigma_sets_subset') (auto intro!: assms)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   124
68833
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Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   125
lemma%important  sets_pair_eq_sets_fst_snd:
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   126
  "sets (A \<Otimes>\<^sub>M B) = sets (Sup {vimage_algebra (space A \<times> space B) fst A, vimage_algebra (space A \<times> space B) snd B})"
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   127
    (is "?P = sets (Sup {?fst, ?snd})")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   128
proof%unimportant -
58606
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   129
  { fix a b assume ab: "a \<in> sets A" "b \<in> sets B"
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   130
    then have "a \<times> b = (fst -` a \<inter> (space A \<times> space B)) \<inter> (snd -` b \<inter> (space A \<times> space B))"
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   131
      by (auto dest: sets.sets_into_space)
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   132
    also have "\<dots> \<in> sets (Sup {?fst, ?snd})"
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   133
      apply (rule sets.Int)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   134
      apply (rule in_sets_Sup)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   135
      apply auto []
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   136
      apply (rule insertI1)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   137
      apply (auto intro: ab in_vimage_algebra) []
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   138
      apply (rule in_sets_Sup)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   139
      apply auto []
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   140
      apply (rule insertI2)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   141
      apply (auto intro: ab in_vimage_algebra)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   142
      done
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   143
    finally have "a \<times> b \<in> sets (Sup {?fst, ?snd})" . }
58606
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   144
  moreover have "sets ?fst \<subseteq> sets (A \<Otimes>\<^sub>M B)"
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   145
    by (rule sets_image_in_sets) (auto simp: space_pair_measure[symmetric])
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   146
  moreover have "sets ?snd \<subseteq> sets (A \<Otimes>\<^sub>M B)"
58606
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   147
    by (rule sets_image_in_sets) (auto simp: space_pair_measure)
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   148
  ultimately show ?thesis
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   149
    apply (intro antisym[of "sets A" for A] sets_Sup_in_sets sets_pair_in_sets)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   150
    apply simp
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   151
    apply simp
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   152
    apply simp
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   153
    apply (elim disjE)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   154
    apply (simp add: space_pair_measure)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   155
    apply (simp add: space_pair_measure)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   156
    apply (auto simp add: space_pair_measure)
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   157
    done
58606
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   158
qed
9c66f7c541fb add Giry monad
hoelzl
parents: 57447
diff changeset
   159
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
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parents: 67693
diff changeset
   160
lemma%unimportant measurable_pair_iff:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   161
  "f \<in> measurable M (M1 \<Otimes>\<^sub>M M2) \<longleftrightarrow> (fst \<circ> f) \<in> measurable M M1 \<and> (snd \<circ> f) \<in> measurable M M2"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   162
  by (auto intro: measurable_pair[of f M M1 M2])
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   163
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   164
lemma%unimportant  measurable_split_conv:
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   165
  "(\<lambda>(x, y). f x y) \<in> measurable A B \<longleftrightarrow> (\<lambda>x. f (fst x) (snd x)) \<in> measurable A B"
67399
eab6ce8368fa ran isabelle update_op on all sources
nipkow
parents: 64267
diff changeset
   166
  by (intro arg_cong2[where f="(\<in>)"]) auto
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   167
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   168
lemma%unimportant measurable_pair_swap': "(\<lambda>(x,y). (y, x)) \<in> measurable (M1 \<Otimes>\<^sub>M M2) (M2 \<Otimes>\<^sub>M M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   169
  by (auto intro!: measurable_Pair simp: measurable_split_conv)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   170
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   171
lemma%unimportant  measurable_pair_swap:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   172
  assumes f: "f \<in> measurable (M1 \<Otimes>\<^sub>M M2) M" shows "(\<lambda>(x,y). f (y, x)) \<in> measurable (M2 \<Otimes>\<^sub>M M1) M"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   173
  using measurable_comp[OF measurable_Pair f] by (auto simp: measurable_split_conv comp_def)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   174
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   175
lemma%unimportant measurable_pair_swap_iff:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   176
  "f \<in> measurable (M2 \<Otimes>\<^sub>M M1) M \<longleftrightarrow> (\<lambda>(x,y). f (y,x)) \<in> measurable (M1 \<Otimes>\<^sub>M M2) M"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   177
  by (auto dest: measurable_pair_swap)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   178
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   179
lemma%unimportant measurable_Pair1': "x \<in> space M1 \<Longrightarrow> Pair x \<in> measurable M2 (M1 \<Otimes>\<^sub>M M2)"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   180
  by simp
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   181
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   182
lemma%unimportant sets_Pair1[measurable (raw)]:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   183
  assumes A: "A \<in> sets (M1 \<Otimes>\<^sub>M M2)" shows "Pair x -` A \<in> sets M2"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   184
proof -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   185
  have "Pair x -` A = (if x \<in> space M1 then Pair x -` A \<inter> space M2 else {})"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   186
    using A[THEN sets.sets_into_space] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   187
  also have "\<dots> \<in> sets M2"
62390
842917225d56 more canonical names
nipkow
parents: 62083
diff changeset
   188
    using A by (auto simp add: measurable_Pair1' intro!: measurable_sets split: if_split_asm)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   189
  finally show ?thesis .
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   190
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   191
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   192
lemma%unimportant measurable_Pair2': "y \<in> space M2 \<Longrightarrow> (\<lambda>x. (x, y)) \<in> measurable M1 (M1 \<Otimes>\<^sub>M M2)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   193
  by (auto intro!: measurable_Pair)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   194
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   195
lemma%unimportant sets_Pair2: assumes A: "A \<in> sets (M1 \<Otimes>\<^sub>M M2)" shows "(\<lambda>x. (x, y)) -` A \<in> sets M1"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   196
proof -
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   197
  have "(\<lambda>x. (x, y)) -` A = (if y \<in> space M2 then (\<lambda>x. (x, y)) -` A \<inter> space M1 else {})"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   198
    using A[THEN sets.sets_into_space] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   199
  also have "\<dots> \<in> sets M1"
62390
842917225d56 more canonical names
nipkow
parents: 62083
diff changeset
   200
    using A by (auto simp add: measurable_Pair2' intro!: measurable_sets split: if_split_asm)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   201
  finally show ?thesis .
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   202
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   203
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   204
lemma%unimportant measurable_Pair2:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   205
  assumes f: "f \<in> measurable (M1 \<Otimes>\<^sub>M M2) M" and x: "x \<in> space M1"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   206
  shows "(\<lambda>y. f (x, y)) \<in> measurable M2 M"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   207
  using measurable_comp[OF measurable_Pair1' f, OF x]
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   208
  by (simp add: comp_def)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   209
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   210
lemma%unimportant measurable_Pair1:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   211
  assumes f: "f \<in> measurable (M1 \<Otimes>\<^sub>M M2) M" and y: "y \<in> space M2"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   212
  shows "(\<lambda>x. f (x, y)) \<in> measurable M1 M"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   213
  using measurable_comp[OF measurable_Pair2' f, OF y]
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   214
  by (simp add: comp_def)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   215
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   216
lemma%unimportant Int_stable_pair_measure_generator: "Int_stable {a \<times> b | a b. a \<in> sets A \<and> b \<in> sets B}"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   217
  unfolding Int_stable_def
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   218
  by safe (auto simp add: times_Int_times)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   219
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   220
lemma%unimportant (in finite_measure) finite_measure_cut_measurable:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   221
  assumes [measurable]: "Q \<in> sets (N \<Otimes>\<^sub>M M)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   222
  shows "(\<lambda>x. emeasure M (Pair x -` Q)) \<in> borel_measurable N"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   223
    (is "?s Q \<in> _")
49789
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   224
  using Int_stable_pair_measure_generator pair_measure_closed assms
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   225
  unfolding sets_pair_measure
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   226
proof (induct rule: sigma_sets_induct_disjoint)
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   227
  case (compl A)
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   228
  with sets.sets_into_space have "\<And>x. emeasure M (Pair x -` ((space N \<times> space M) - A)) =
49789
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   229
      (if x \<in> space N then emeasure M (space M) - ?s A x else 0)"
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   230
    unfolding sets_pair_measure[symmetric]
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   231
    by (auto intro!: emeasure_compl simp: vimage_Diff sets_Pair1)
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   232
  with compl sets.top show ?case
49789
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   233
    by (auto intro!: measurable_If simp: space_pair_measure)
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   234
next
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   235
  case (union F)
53374
a14d2a854c02 tuned proofs -- clarified flow of facts wrt. calculation;
wenzelm
parents: 53015
diff changeset
   236
  then have "\<And>x. emeasure M (Pair x -` (\<Union>i. F i)) = (\<Sum>i. ?s (F i) x)"
60727
53697011b03a move disjoint sets to their own theory
hoelzl
parents: 60066
diff changeset
   237
    by (simp add: suminf_emeasure disjoint_family_on_vimageI subset_eq vimage_UN sets_pair_measure[symmetric])
53374
a14d2a854c02 tuned proofs -- clarified flow of facts wrt. calculation;
wenzelm
parents: 53015
diff changeset
   238
  with union show ?case
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   239
    unfolding sets_pair_measure[symmetric] by simp
49789
e0a4cb91a8a9 add induction rule for intersection-stable sigma-sets
hoelzl
parents: 49784
diff changeset
   240
qed (auto simp add: if_distrib Int_def[symmetric] intro!: measurable_If)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   241
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   242
lemma%unimportant (in sigma_finite_measure) measurable_emeasure_Pair:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   243
  assumes Q: "Q \<in> sets (N \<Otimes>\<^sub>M M)" shows "(\<lambda>x. emeasure M (Pair x -` Q)) \<in> borel_measurable N" (is "?s Q \<in> _")
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   244
proof -
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   245
  from sigma_finite_disjoint guess F . note F = this
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   246
  then have F_sets: "\<And>i. F i \<in> sets M" by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   247
  let ?C = "\<lambda>x i. F i \<inter> Pair x -` Q"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   248
  { fix i
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   249
    have [simp]: "space N \<times> F i \<inter> space N \<times> space M = space N \<times> F i"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   250
      using F sets.sets_into_space by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   251
    let ?R = "density M (indicator (F i))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   252
    have "finite_measure ?R"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   253
      using F by (intro finite_measureI) (auto simp: emeasure_restricted subset_eq)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   254
    then have "(\<lambda>x. emeasure ?R (Pair x -` (space N \<times> space ?R \<inter> Q))) \<in> borel_measurable N"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   255
     by (rule finite_measure.finite_measure_cut_measurable) (auto intro: Q)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   256
    moreover have "\<And>x. emeasure ?R (Pair x -` (space N \<times> space ?R \<inter> Q))
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   257
        = emeasure M (F i \<inter> Pair x -` (space N \<times> space ?R \<inter> Q))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   258
      using Q F_sets by (intro emeasure_restricted) (auto intro: sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   259
    moreover have "\<And>x. F i \<inter> Pair x -` (space N \<times> space ?R \<inter> Q) = ?C x i"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   260
      using sets.sets_into_space[OF Q] by (auto simp: space_pair_measure)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   261
    ultimately have "(\<lambda>x. emeasure M (?C x i)) \<in> borel_measurable N"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   262
      by simp }
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   263
  moreover
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   264
  { fix x
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   265
    have "(\<Sum>i. emeasure M (?C x i)) = emeasure M (\<Union>i. ?C x i)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   266
    proof (intro suminf_emeasure)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   267
      show "range (?C x) \<subseteq> sets M"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   268
        using F \<open>Q \<in> sets (N \<Otimes>\<^sub>M M)\<close> by (auto intro!: sets_Pair1)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   269
      have "disjoint_family F" using F by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   270
      show "disjoint_family (?C x)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   271
        by (rule disjoint_family_on_bisimulation[OF \<open>disjoint_family F\<close>]) auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   272
    qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   273
    also have "(\<Union>i. ?C x i) = Pair x -` Q"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   274
      using F sets.sets_into_space[OF \<open>Q \<in> sets (N \<Otimes>\<^sub>M M)\<close>]
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   275
      by (auto simp: space_pair_measure)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   276
    finally have "emeasure M (Pair x -` Q) = (\<Sum>i. emeasure M (?C x i))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   277
      by simp }
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   278
  ultimately show ?thesis using \<open>Q \<in> sets (N \<Otimes>\<^sub>M M)\<close> F_sets
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   279
    by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   280
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   281
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   282
lemma%unimportant (in sigma_finite_measure) measurable_emeasure[measurable (raw)]:
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   283
  assumes space: "\<And>x. x \<in> space N \<Longrightarrow> A x \<subseteq> space M"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   284
  assumes A: "{x\<in>space (N \<Otimes>\<^sub>M M). snd x \<in> A (fst x)} \<in> sets (N \<Otimes>\<^sub>M M)"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   285
  shows "(\<lambda>x. emeasure M (A x)) \<in> borel_measurable N"
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   286
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   287
  from space have "\<And>x. x \<in> space N \<Longrightarrow> Pair x -` {x \<in> space (N \<Otimes>\<^sub>M M). snd x \<in> A (fst x)} = A x"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   288
    by (auto simp: space_pair_measure)
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   289
  with measurable_emeasure_Pair[OF A] show ?thesis
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   290
    by (auto cong: measurable_cong)
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   291
qed
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   292
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   293
lemma%unimportant (in sigma_finite_measure) emeasure_pair_measure:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   294
  assumes "X \<in> sets (N \<Otimes>\<^sub>M M)"
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   295
  shows "emeasure (N \<Otimes>\<^sub>M M) X = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. indicator X (x, y) \<partial>M \<partial>N)" (is "_ = ?\<mu> X")
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   296
proof (rule emeasure_measure_of[OF pair_measure_def])
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   297
  show "positive (sets (N \<Otimes>\<^sub>M M)) ?\<mu>"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   298
    by (auto simp: positive_def)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   299
  have eq[simp]: "\<And>A x y. indicator A (x, y) = indicator (Pair x -` A) y"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   300
    by (auto simp: indicator_def)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   301
  show "countably_additive (sets (N \<Otimes>\<^sub>M M)) ?\<mu>"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   302
  proof (rule countably_additiveI)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   303
    fix F :: "nat \<Rightarrow> ('b \<times> 'a) set" assume F: "range F \<subseteq> sets (N \<Otimes>\<^sub>M M)" "disjoint_family F"
59353
f0707dc3d9aa measurability prover: removed app splitting, replaced by more powerful destruction rules
hoelzl
parents: 59088
diff changeset
   304
    from F have *: "\<And>i. F i \<in> sets (N \<Otimes>\<^sub>M M)" by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   305
    moreover have "\<And>x. disjoint_family (\<lambda>i. Pair x -` F i)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   306
      by (intro disjoint_family_on_bisimulation[OF F(2)]) auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   307
    moreover have "\<And>x. range (\<lambda>i. Pair x -` F i) \<subseteq> sets M"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   308
      using F by (auto simp: sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   309
    ultimately show "(\<Sum>n. ?\<mu> (F n)) = ?\<mu> (\<Union>i. F i)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   310
      by (auto simp add: nn_integral_suminf[symmetric] vimage_UN suminf_emeasure
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   311
               intro!: nn_integral_cong nn_integral_indicator[symmetric])
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   312
  qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   313
  show "{a \<times> b |a b. a \<in> sets N \<and> b \<in> sets M} \<subseteq> Pow (space N \<times> space M)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   314
    using sets.space_closed[of N] sets.space_closed[of M] by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   315
qed fact
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   316
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   317
lemma%unimportant (in sigma_finite_measure) emeasure_pair_measure_alt:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   318
  assumes X: "X \<in> sets (N \<Otimes>\<^sub>M M)"
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   319
  shows "emeasure (N  \<Otimes>\<^sub>M M) X = (\<integral>\<^sup>+x. emeasure M (Pair x -` X) \<partial>N)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   320
proof -
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   321
  have [simp]: "\<And>x y. indicator X (x, y) = indicator (Pair x -` X) y"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   322
    by (auto simp: indicator_def)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   323
  show ?thesis
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   324
    using X by (auto intro!: nn_integral_cong simp: emeasure_pair_measure sets_Pair1)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   325
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   326
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   327
lemma%important (in sigma_finite_measure) emeasure_pair_measure_Times:
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   328
  assumes A: "A \<in> sets N" and B: "B \<in> sets M"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   329
  shows "emeasure (N \<Otimes>\<^sub>M M) (A \<times> B) = emeasure N A * emeasure M B"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   330
proof%unimportant -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   331
  have "emeasure (N \<Otimes>\<^sub>M M) (A \<times> B) = (\<integral>\<^sup>+x. emeasure M B * indicator A x \<partial>N)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   332
    using A B by (auto intro!: nn_integral_cong simp: emeasure_pair_measure_alt)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   333
  also have "\<dots> = emeasure M B * emeasure N A"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   334
    using A by (simp add: nn_integral_cmult_indicator)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   335
  finally show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   336
    by (simp add: ac_simps)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   337
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   338
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   339
subsection%important \<open>Binary products of $\sigma$-finite emeasure spaces\<close>
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   340
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   341
locale%important pair_sigma_finite = M1?: sigma_finite_measure M1 + M2?: sigma_finite_measure M2
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   342
  for M1 :: "'a measure" and M2 :: "'b measure"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   343
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   344
lemma%unimportant (in pair_sigma_finite) measurable_emeasure_Pair1:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   345
  "Q \<in> sets (M1 \<Otimes>\<^sub>M M2) \<Longrightarrow> (\<lambda>x. emeasure M2 (Pair x -` Q)) \<in> borel_measurable M1"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   346
  using M2.measurable_emeasure_Pair .
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   347
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   348
lemma%important (in pair_sigma_finite) measurable_emeasure_Pair2:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   349
  assumes Q: "Q \<in> sets (M1 \<Otimes>\<^sub>M M2)" shows "(\<lambda>y. emeasure M1 ((\<lambda>x. (x, y)) -` Q)) \<in> borel_measurable M2"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   350
proof%unimportant -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   351
  have "(\<lambda>(x, y). (y, x)) -` Q \<inter> space (M2 \<Otimes>\<^sub>M M1) \<in> sets (M2 \<Otimes>\<^sub>M M1)"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   352
    using Q measurable_pair_swap' by (auto intro: measurable_sets)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   353
  note M1.measurable_emeasure_Pair[OF this]
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   354
  moreover have "\<And>y. Pair y -` ((\<lambda>(x, y). (y, x)) -` Q \<inter> space (M2 \<Otimes>\<^sub>M M1)) = (\<lambda>x. (x, y)) -` Q"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   355
    using Q[THEN sets.sets_into_space] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   356
  ultimately show ?thesis by simp
39088
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   357
qed
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   358
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   359
lemma%important (in pair_sigma_finite) sigma_finite_up_in_pair_measure_generator:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   360
  defines "E \<equiv> {A \<times> B | A B. A \<in> sets M1 \<and> B \<in> sets M2}"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   361
  shows "\<exists>F::nat \<Rightarrow> ('a \<times> 'b) set. range F \<subseteq> E \<and> incseq F \<and> (\<Union>i. F i) = space M1 \<times> space M2 \<and>
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   362
    (\<forall>i. emeasure (M1 \<Otimes>\<^sub>M M2) (F i) \<noteq> \<infinity>)"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   363
proof%unimportant -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   364
  from M1.sigma_finite_incseq guess F1 . note F1 = this
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   365
  from M2.sigma_finite_incseq guess F2 . note F2 = this
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   366
  from F1 F2 have space: "space M1 = (\<Union>i. F1 i)" "space M2 = (\<Union>i. F2 i)" by auto
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   367
  let ?F = "\<lambda>i. F1 i \<times> F2 i"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   368
  show ?thesis
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   369
  proof (intro exI[of _ ?F] conjI allI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   370
    show "range ?F \<subseteq> E" using F1 F2 by (auto simp: E_def) (metis range_subsetD)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   371
  next
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   372
    have "space M1 \<times> space M2 \<subseteq> (\<Union>i. ?F i)"
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   373
    proof (intro subsetI)
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   374
      fix x assume "x \<in> space M1 \<times> space M2"
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   375
      then obtain i j where "fst x \<in> F1 i" "snd x \<in> F2 j"
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   376
        by (auto simp: space)
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   377
      then have "fst x \<in> F1 (max i j)" "snd x \<in> F2 (max j i)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   378
        using \<open>incseq F1\<close> \<open>incseq F2\<close> unfolding incseq_def
41981
cdf7693bbe08 reworked Probability theory: measures are not type restricted to positive extended reals
hoelzl
parents: 41831
diff changeset
   379
        by (force split: split_max)+
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   380
      then have "(fst x, snd x) \<in> F1 (max i j) \<times> F2 (max i j)"
54863
82acc20ded73 prefer more canonical names for lemmas on min/max
haftmann
parents: 53374
diff changeset
   381
        by (intro SigmaI) (auto simp add: max.commute)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   382
      then show "x \<in> (\<Union>i. ?F i)" by auto
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   383
    qed
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   384
    then show "(\<Union>i. ?F i) = space M1 \<times> space M2"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   385
      using space by (auto simp: space)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   386
  next
41981
cdf7693bbe08 reworked Probability theory: measures are not type restricted to positive extended reals
hoelzl
parents: 41831
diff changeset
   387
    fix i show "incseq (\<lambda>i. F1 i \<times> F2 i)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   388
      using \<open>incseq F1\<close> \<open>incseq F2\<close> unfolding incseq_Suc_iff by auto
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   389
  next
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   390
    fix i
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   391
    from F1 F2 have "F1 i \<in> sets M1" "F2 i \<in> sets M2" by auto
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   392
    with F1 F2 show "emeasure (M1 \<Otimes>\<^sub>M M2) (F1 i \<times> F2 i) \<noteq> \<infinity>"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   393
      by (auto simp add: emeasure_pair_measure_Times ennreal_mult_eq_top_iff)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   394
  qed
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   395
qed
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   396
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   397
sublocale%important pair_sigma_finite \<subseteq> P?: sigma_finite_measure "M1 \<Otimes>\<^sub>M M2"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   398
proof
57447
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   399
  from M1.sigma_finite_countable guess F1 ..
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   400
  moreover from M2.sigma_finite_countable guess F2 ..
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   401
  ultimately show
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   402
    "\<exists>A. countable A \<and> A \<subseteq> sets (M1 \<Otimes>\<^sub>M M2) \<and> \<Union>A = space (M1 \<Otimes>\<^sub>M M2) \<and> (\<forall>a\<in>A. emeasure (M1 \<Otimes>\<^sub>M M2) a \<noteq> \<infinity>)"
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   403
    by (intro exI[of _ "(\<lambda>(a, b). a \<times> b) ` (F1 \<times> F2)"] conjI)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   404
       (auto simp: M2.emeasure_pair_measure_Times space_pair_measure set_eq_iff subset_eq ennreal_mult_eq_top_iff)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   405
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   406
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   407
lemma%unimportant sigma_finite_pair_measure:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   408
  assumes A: "sigma_finite_measure A" and B: "sigma_finite_measure B"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   409
  shows "sigma_finite_measure (A \<Otimes>\<^sub>M B)"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   410
proof -
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   411
  interpret A: sigma_finite_measure A by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   412
  interpret B: sigma_finite_measure B by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   413
  interpret AB: pair_sigma_finite A  B ..
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   414
  show ?thesis ..
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   415
qed
39088
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   416
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   417
lemma%unimportant sets_pair_swap:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   418
  assumes "A \<in> sets (M1 \<Otimes>\<^sub>M M2)"
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   419
  shows "(\<lambda>(x, y). (y, x)) -` A \<inter> space (M2 \<Otimes>\<^sub>M M1) \<in> sets (M2 \<Otimes>\<^sub>M M1)"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   420
  using measurable_pair_swap' assms by (rule measurable_sets)
41661
baf1964bc468 use pre-image measure, instead of image
hoelzl
parents: 41659
diff changeset
   421
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   422
lemma%important (in pair_sigma_finite) distr_pair_swap:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   423
  "M1 \<Otimes>\<^sub>M M2 = distr (M2 \<Otimes>\<^sub>M M1) (M1 \<Otimes>\<^sub>M M2) (\<lambda>(x, y). (y, x))" (is "?P = ?D")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   424
proof%unimportant -
41689
3e39b0e730d6 the measure valuation is again part of the measure_space type, instead of an explicit parameter to the locale;
hoelzl
parents: 41661
diff changeset
   425
  from sigma_finite_up_in_pair_measure_generator guess F :: "nat \<Rightarrow> ('a \<times> 'b) set" .. note F = this
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   426
  let ?E = "{a \<times> b |a b. a \<in> sets M1 \<and> b \<in> sets M2}"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   427
  show ?thesis
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   428
  proof (rule measure_eqI_generator_eq[OF Int_stable_pair_measure_generator[of M1 M2]])
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   429
    show "?E \<subseteq> Pow (space ?P)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   430
      using sets.space_closed[of M1] sets.space_closed[of M2] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   431
    show "sets ?P = sigma_sets (space ?P) ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   432
      by (simp add: sets_pair_measure space_pair_measure)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   433
    then show "sets ?D = sigma_sets (space ?P) ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   434
      by simp
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   435
  next
49784
5e5b2da42a69 remove incseq assumption from measure_eqI_generator_eq
hoelzl
parents: 49776
diff changeset
   436
    show "range F \<subseteq> ?E" "(\<Union>i. F i) = space ?P" "\<And>i. emeasure ?P (F i) \<noteq> \<infinity>"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   437
      using F by (auto simp: space_pair_measure)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   438
  next
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   439
    fix X assume "X \<in> ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   440
    then obtain A B where X[simp]: "X = A \<times> B" and A: "A \<in> sets M1" and B: "B \<in> sets M2" by auto
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   441
    have "(\<lambda>(y, x). (x, y)) -` X \<inter> space (M2 \<Otimes>\<^sub>M M1) = B \<times> A"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   442
      using sets.sets_into_space[OF A] sets.sets_into_space[OF B] by (auto simp: space_pair_measure)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   443
    with A B show "emeasure (M1 \<Otimes>\<^sub>M M2) X = emeasure ?D X"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   444
      by (simp add: M2.emeasure_pair_measure_Times M1.emeasure_pair_measure_Times emeasure_distr
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   445
                    measurable_pair_swap' ac_simps)
41689
3e39b0e730d6 the measure valuation is again part of the measure_space type, instead of an explicit parameter to the locale;
hoelzl
parents: 41661
diff changeset
   446
  qed
3e39b0e730d6 the measure valuation is again part of the measure_space type, instead of an explicit parameter to the locale;
hoelzl
parents: 41661
diff changeset
   447
qed
3e39b0e730d6 the measure valuation is again part of the measure_space type, instead of an explicit parameter to the locale;
hoelzl
parents: 41661
diff changeset
   448
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   449
lemma%unimportant (in pair_sigma_finite) emeasure_pair_measure_alt2:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   450
  assumes A: "A \<in> sets (M1 \<Otimes>\<^sub>M M2)"
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   451
  shows "emeasure (M1 \<Otimes>\<^sub>M M2) A = (\<integral>\<^sup>+y. emeasure M1 ((\<lambda>x. (x, y)) -` A) \<partial>M2)"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   452
    (is "_ = ?\<nu> A")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   453
proof%unimportant -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   454
  have [simp]: "\<And>y. (Pair y -` ((\<lambda>(x, y). (y, x)) -` A \<inter> space (M2 \<Otimes>\<^sub>M M1))) = (\<lambda>x. (x, y)) -` A"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   455
    using sets.sets_into_space[OF A] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   456
  show ?thesis using A
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   457
    by (subst distr_pair_swap)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   458
       (simp_all del: vimage_Int add: measurable_sets[OF measurable_pair_swap']
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   459
                 M1.emeasure_pair_measure_alt emeasure_distr[OF measurable_pair_swap' A])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   460
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   461
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   462
lemma%unimportant (in pair_sigma_finite) AE_pair:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   463
  assumes "AE x in (M1 \<Otimes>\<^sub>M M2). Q x"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   464
  shows "AE x in M1. (AE y in M2. Q (x, y))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   465
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   466
  obtain N where N: "N \<in> sets (M1 \<Otimes>\<^sub>M M2)" "emeasure (M1 \<Otimes>\<^sub>M M2) N = 0" "{x\<in>space (M1 \<Otimes>\<^sub>M M2). \<not> Q x} \<subseteq> N"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   467
    using assms unfolding eventually_ae_filter by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   468
  show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   469
  proof (rule AE_I)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   470
    from N measurable_emeasure_Pair1[OF \<open>N \<in> sets (M1 \<Otimes>\<^sub>M M2)\<close>]
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   471
    show "emeasure M1 {x\<in>space M1. emeasure M2 (Pair x -` N) \<noteq> 0} = 0"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   472
      by (auto simp: M2.emeasure_pair_measure_alt nn_integral_0_iff)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   473
    show "{x \<in> space M1. emeasure M2 (Pair x -` N) \<noteq> 0} \<in> sets M1"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   474
      by (intro borel_measurable_eq measurable_emeasure_Pair1 N sets.sets_Collect_neg N) simp
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   475
    { fix x assume "x \<in> space M1" "emeasure M2 (Pair x -` N) = 0"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   476
      have "AE y in M2. Q (x, y)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   477
      proof (rule AE_I)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   478
        show "emeasure M2 (Pair x -` N) = 0" by fact
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   479
        show "Pair x -` N \<in> sets M2" using N(1) by (rule sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   480
        show "{y \<in> space M2. \<not> Q (x, y)} \<subseteq> Pair x -` N"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   481
          using N \<open>x \<in> space M1\<close> unfolding space_pair_measure by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   482
      qed }
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   483
    then show "{x \<in> space M1. \<not> (AE y in M2. Q (x, y))} \<subseteq> {x \<in> space M1. emeasure M2 (Pair x -` N) \<noteq> 0}"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   484
      by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   485
  qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   486
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   487
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   488
lemma%important (in pair_sigma_finite) AE_pair_measure:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   489
  assumes "{x\<in>space (M1 \<Otimes>\<^sub>M M2). P x} \<in> sets (M1 \<Otimes>\<^sub>M M2)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   490
  assumes ae: "AE x in M1. AE y in M2. P (x, y)"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   491
  shows "AE x in M1 \<Otimes>\<^sub>M M2. P x"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   492
proof%unimportant (subst AE_iff_measurable[OF _ refl])
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   493
  show "{x\<in>space (M1 \<Otimes>\<^sub>M M2). \<not> P x} \<in> sets (M1 \<Otimes>\<^sub>M M2)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   494
    by (rule sets.sets_Collect) fact
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   495
  then have "emeasure (M1 \<Otimes>\<^sub>M M2) {x \<in> space (M1 \<Otimes>\<^sub>M M2). \<not> P x} =
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   496
      (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. indicator {x \<in> space (M1 \<Otimes>\<^sub>M M2). \<not> P x} (x, y) \<partial>M2 \<partial>M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   497
    by (simp add: M2.emeasure_pair_measure)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   498
  also have "\<dots> = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. 0 \<partial>M2 \<partial>M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   499
    using ae
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   500
    apply (safe intro!: nn_integral_cong_AE)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   501
    apply (intro AE_I2)
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   502
    apply (safe intro!: nn_integral_cong_AE)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   503
    apply auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   504
    done
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   505
  finally show "emeasure (M1 \<Otimes>\<^sub>M M2) {x \<in> space (M1 \<Otimes>\<^sub>M M2). \<not> P x} = 0" by simp
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   506
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   507
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   508
lemma%unimportant (in pair_sigma_finite) AE_pair_iff:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   509
  "{x\<in>space (M1 \<Otimes>\<^sub>M M2). P (fst x) (snd x)} \<in> sets (M1 \<Otimes>\<^sub>M M2) \<Longrightarrow>
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   510
    (AE x in M1. AE y in M2. P x y) \<longleftrightarrow> (AE x in (M1 \<Otimes>\<^sub>M M2). P (fst x) (snd x))"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   511
  using AE_pair[of "\<lambda>x. P (fst x) (snd x)"] AE_pair_measure[of "\<lambda>x. P (fst x) (snd x)"] by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   512
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   513
lemma%unimportant (in pair_sigma_finite) AE_commute:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   514
  assumes P: "{x\<in>space (M1 \<Otimes>\<^sub>M M2). P (fst x) (snd x)} \<in> sets (M1 \<Otimes>\<^sub>M M2)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   515
  shows "(AE x in M1. AE y in M2. P x y) \<longleftrightarrow> (AE y in M2. AE x in M1. P x y)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   516
proof -
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   517
  interpret Q: pair_sigma_finite M2 M1 ..
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   518
  have [simp]: "\<And>x. (fst (case x of (x, y) \<Rightarrow> (y, x))) = snd x" "\<And>x. (snd (case x of (x, y) \<Rightarrow> (y, x))) = fst x"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   519
    by auto
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   520
  have "{x \<in> space (M2 \<Otimes>\<^sub>M M1). P (snd x) (fst x)} =
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   521
    (\<lambda>(x, y). (y, x)) -` {x \<in> space (M1 \<Otimes>\<^sub>M M2). P (fst x) (snd x)} \<inter> space (M2 \<Otimes>\<^sub>M M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   522
    by (auto simp: space_pair_measure)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   523
  also have "\<dots> \<in> sets (M2 \<Otimes>\<^sub>M M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   524
    by (intro sets_pair_swap P)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   525
  finally show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   526
    apply (subst AE_pair_iff[OF P])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   527
    apply (subst distr_pair_swap)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   528
    apply (subst AE_distr_iff[OF measurable_pair_swap' P])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   529
    apply (subst Q.AE_pair_iff)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   530
    apply simp_all
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   531
    done
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   532
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   533
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   534
subsection%important "Fubinis theorem"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   535
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   536
lemma%unimportant measurable_compose_Pair1:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   537
  "x \<in> space M1 \<Longrightarrow> g \<in> measurable (M1 \<Otimes>\<^sub>M M2) L \<Longrightarrow> (\<lambda>y. g (x, y)) \<in> measurable M2 L"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   538
  by simp
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   539
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   540
lemma%unimportant (in sigma_finite_measure) borel_measurable_nn_integral_fst:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   541
  assumes f: "f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M)"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   542
  shows "(\<lambda>x. \<integral>\<^sup>+ y. f (x, y) \<partial>M) \<in> borel_measurable M1"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   543
using f proof%unimportant induct
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   544
  case (cong u v)
49999
dfb63b9b8908 for the product measure it is enough if only one measure is sigma-finite
hoelzl
parents: 49825
diff changeset
   545
  then have "\<And>w x. w \<in> space M1 \<Longrightarrow> x \<in> space M \<Longrightarrow> u (w, x) = v (w, x)"
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   546
    by (auto simp: space_pair_measure)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   547
  show ?case
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   548
    apply (subst measurable_cong)
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   549
    apply (rule nn_integral_cong)
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   550
    apply fact+
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   551
    done
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   552
next
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   553
  case (set Q)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   554
  have [simp]: "\<And>x y. indicator Q (x, y) = indicator (Pair x -` Q) y"
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   555
    by (auto simp: indicator_def)
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   556
  have "\<And>x. x \<in> space M1 \<Longrightarrow> emeasure M (Pair x -` Q) = \<integral>\<^sup>+ y. indicator Q (x, y) \<partial>M"
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   557
    by (simp add: sets_Pair1[OF set])
49999
dfb63b9b8908 for the product measure it is enough if only one measure is sigma-finite
hoelzl
parents: 49825
diff changeset
   558
  from this measurable_emeasure_Pair[OF set] show ?case
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   559
    by (rule measurable_cong[THEN iffD1])
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   560
qed (simp_all add: nn_integral_add nn_integral_cmult measurable_compose_Pair1
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   561
                   nn_integral_monotone_convergence_SUP incseq_def le_fun_def
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   562
              cong: measurable_cong)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   563
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   564
lemma%unimportant (in sigma_finite_measure) nn_integral_fst:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   565
  assumes f: "f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   566
  shows "(\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. f (x, y) \<partial>M \<partial>M1) = integral\<^sup>N (M1 \<Otimes>\<^sub>M M) f" (is "?I f = _")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   567
  using f proof induct
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   568
  case (cong u v)
53374
a14d2a854c02 tuned proofs -- clarified flow of facts wrt. calculation;
wenzelm
parents: 53015
diff changeset
   569
  then have "?I u = ?I v"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   570
    by (intro nn_integral_cong) (auto simp: space_pair_measure)
53374
a14d2a854c02 tuned proofs -- clarified flow of facts wrt. calculation;
wenzelm
parents: 53015
diff changeset
   571
  with cong show ?case
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   572
    by (simp cong: nn_integral_cong)
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   573
qed (simp_all add: emeasure_pair_measure nn_integral_cmult nn_integral_add
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   574
                   nn_integral_monotone_convergence_SUP measurable_compose_Pair1
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   575
                   borel_measurable_nn_integral_fst nn_integral_mono incseq_def le_fun_def
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   576
              cong: nn_integral_cong)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   577
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   578
lemma%unimportant (in sigma_finite_measure) borel_measurable_nn_integral[measurable (raw)]:
61424
c3658c18b7bc prod_case as canonical name for product type eliminator
haftmann
parents: 61169
diff changeset
   579
  "case_prod f \<in> borel_measurable (N \<Otimes>\<^sub>M M) \<Longrightarrow> (\<lambda>x. \<integral>\<^sup>+ y. f x y \<partial>M) \<in> borel_measurable N"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   580
  using borel_measurable_nn_integral_fst[of "case_prod f" N] by simp
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   581
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   582
lemma%important (in pair_sigma_finite) nn_integral_snd:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   583
  assumes f[measurable]: "f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M2)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   584
  shows "(\<integral>\<^sup>+ y. (\<integral>\<^sup>+ x. f (x, y) \<partial>M1) \<partial>M2) = integral\<^sup>N (M1 \<Otimes>\<^sub>M M2) f"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   585
proof%unimportant -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   586
  note measurable_pair_swap[OF f]
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   587
  from M1.nn_integral_fst[OF this]
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   588
  have "(\<integral>\<^sup>+ y. (\<integral>\<^sup>+ x. f (x, y) \<partial>M1) \<partial>M2) = (\<integral>\<^sup>+ (x, y). f (y, x) \<partial>(M2 \<Otimes>\<^sub>M M1))"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   589
    by simp
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   590
  also have "(\<integral>\<^sup>+ (x, y). f (y, x) \<partial>(M2 \<Otimes>\<^sub>M M1)) = integral\<^sup>N (M1 \<Otimes>\<^sub>M M2) f"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   591
    by (subst distr_pair_swap) (auto simp add: nn_integral_distr intro!: nn_integral_cong)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   592
  finally show ?thesis .
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   593
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   594
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   595
lemma%important (in pair_sigma_finite) Fubini:
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   596
  assumes f: "f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M2)"
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   597
  shows "(\<integral>\<^sup>+ y. (\<integral>\<^sup>+ x. f (x, y) \<partial>M1) \<partial>M2) = (\<integral>\<^sup>+ x. (\<integral>\<^sup>+ y. f (x, y) \<partial>M2) \<partial>M1)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   598
  unfolding nn_integral_snd[OF assms] M2.nn_integral_fst[OF assms] ..
41026
bea75746dc9d folding on arbitrary Lebesgue integrable functions
hoelzl
parents: 41023
diff changeset
   599
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   600
lemma%important (in pair_sigma_finite) Fubini':
61424
c3658c18b7bc prod_case as canonical name for product type eliminator
haftmann
parents: 61169
diff changeset
   601
  assumes f: "case_prod f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M2)"
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
   602
  shows "(\<integral>\<^sup>+ y. (\<integral>\<^sup>+ x. f x y \<partial>M1) \<partial>M2) = (\<integral>\<^sup>+ x. (\<integral>\<^sup>+ y. f x y \<partial>M2) \<partial>M1)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
   603
  using Fubini[OF f] by simp
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
   604
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   605
subsection%important \<open>Products on counting spaces, densities and distributions\<close>
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   606
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   607
lemma%important sigma_prod:
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   608
  assumes X_cover: "\<exists>E\<subseteq>A. countable E \<and> X = \<Union>E" and A: "A \<subseteq> Pow X"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   609
  assumes Y_cover: "\<exists>E\<subseteq>B. countable E \<and> Y = \<Union>E" and B: "B \<subseteq> Pow Y"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   610
  shows "sigma X A \<Otimes>\<^sub>M sigma Y B = sigma (X \<times> Y) {a \<times> b | a b. a \<in> A \<and> b \<in> B}"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   611
    (is "?P = ?S")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   612
proof%unimportant (rule measure_eqI)
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   613
  have [simp]: "snd \<in> X \<times> Y \<rightarrow> Y" "fst \<in> X \<times> Y \<rightarrow> X"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   614
    by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   615
  let ?XY = "{{fst -` a \<inter> X \<times> Y | a. a \<in> A}, {snd -` b \<inter> X \<times> Y | b. b \<in> B}}"
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   616
  have "sets ?P = sets (SUP xy:?XY. sigma (X \<times> Y) xy)"
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   617
    by (simp add: vimage_algebra_sigma sets_pair_eq_sets_fst_snd A B)
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   618
  also have "\<dots> = sets (sigma (X \<times> Y) (\<Union>?XY))"
63333
158ab2239496 Probability: show that measures form a complete lattice
hoelzl
parents: 63040
diff changeset
   619
    by (intro Sup_sigma arg_cong[where f=sets]) auto
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   620
  also have "\<dots> = sets ?S"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   621
  proof (intro arg_cong[where f=sets] sigma_eqI sigma_sets_eqI)
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   622
    show "\<Union>?XY \<subseteq> Pow (X \<times> Y)" "{a \<times> b |a b. a \<in> A \<and> b \<in> B} \<subseteq> Pow (X \<times> Y)"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   623
      using A B by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   624
  next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   625
    interpret XY: sigma_algebra "X \<times> Y" "sigma_sets (X \<times> Y) {a \<times> b |a b. a \<in> A \<and> b \<in> B}"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   626
      using A B by (intro sigma_algebra_sigma_sets) auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   627
    fix Z assume "Z \<in> \<Union>?XY"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   628
    then show "Z \<in> sigma_sets (X \<times> Y) {a \<times> b |a b. a \<in> A \<and> b \<in> B}"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   629
    proof safe
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   630
      fix a assume "a \<in> A"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   631
      from Y_cover obtain E where E: "E \<subseteq> B" "countable E" and "Y = \<Union>E"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   632
        by auto
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   633
      with \<open>a \<in> A\<close> A have eq: "fst -` a \<inter> X \<times> Y = (\<Union>e\<in>E. a \<times> e)"
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   634
        by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   635
      show "fst -` a \<inter> X \<times> Y \<in> sigma_sets (X \<times> Y) {a \<times> b |a b. a \<in> A \<and> b \<in> B}"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   636
        using \<open>a \<in> A\<close> E unfolding eq by (auto intro!: XY.countable_UN')
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   637
    next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   638
      fix b assume "b \<in> B"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   639
      from X_cover obtain E where E: "E \<subseteq> A" "countable E" and "X = \<Union>E"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   640
        by auto
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   641
      with \<open>b \<in> B\<close> B have eq: "snd -` b \<inter> X \<times> Y = (\<Union>e\<in>E. e \<times> b)"
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   642
        by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   643
      show "snd -` b \<inter> X \<times> Y \<in> sigma_sets (X \<times> Y) {a \<times> b |a b. a \<in> A \<and> b \<in> B}"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   644
        using \<open>b \<in> B\<close> E unfolding eq by (auto intro!: XY.countable_UN')
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   645
    qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   646
  next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   647
    fix Z assume "Z \<in> {a \<times> b |a b. a \<in> A \<and> b \<in> B}"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   648
    then obtain a b where "Z = a \<times> b" and ab: "a \<in> A" "b \<in> B"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   649
      by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   650
    then have Z: "Z = (fst -` a \<inter> X \<times> Y) \<inter> (snd -` b \<inter> X \<times> Y)"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   651
      using A B by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   652
    interpret XY: sigma_algebra "X \<times> Y" "sigma_sets (X \<times> Y) (\<Union>?XY)"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   653
      by (intro sigma_algebra_sigma_sets) auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   654
    show "Z \<in> sigma_sets (X \<times> Y) (\<Union>?XY)"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   655
      unfolding Z by (rule XY.Int) (blast intro: ab)+
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   656
  qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   657
  finally show "sets ?P = sets ?S" .
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   658
next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   659
  interpret finite_measure "sigma X A" for X A
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   660
    proof qed (simp add: emeasure_sigma)
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   661
  fix A assume "A \<in> sets ?P" then show "emeasure ?P A = emeasure ?S A"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   662
    by (simp add: emeasure_pair_measure_alt emeasure_sigma)
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   663
qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   664
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   665
lemma%unimportant sigma_sets_pair_measure_generator_finite:
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   666
  assumes "finite A" and "finite B"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   667
  shows "sigma_sets (A \<times> B) { a \<times> b | a b. a \<subseteq> A \<and> b \<subseteq> B} = Pow (A \<times> B)"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   668
  (is "sigma_sets ?prod ?sets = _")
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   669
proof safe
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   670
  have fin: "finite (A \<times> B)" using assms by (rule finite_cartesian_product)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   671
  fix x assume subset: "x \<subseteq> A \<times> B"
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   672
  hence "finite x" using fin by (rule finite_subset)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   673
  from this subset show "x \<in> sigma_sets ?prod ?sets"
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   674
  proof (induct x)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   675
    case empty show ?case by (rule sigma_sets.Empty)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   676
  next
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   677
    case (insert a x)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   678
    hence "{a} \<in> sigma_sets ?prod ?sets" by auto
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   679
    moreover have "x \<in> sigma_sets ?prod ?sets" using insert by auto
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   680
    ultimately show ?case unfolding insert_is_Un[of a x] by (rule sigma_sets_Un)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   681
  qed
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   682
next
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   683
  fix x a b
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   684
  assume "x \<in> sigma_sets ?prod ?sets" and "(a, b) \<in> x"
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   685
  from sigma_sets_into_sp[OF _ this(1)] this(2)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   686
  show "a \<in> A" and "b \<in> B" by auto
35833
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   687
qed
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   688
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   689
lemma%important sets_pair_eq:
64008
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   690
  assumes Ea: "Ea \<subseteq> Pow (space A)" "sets A = sigma_sets (space A) Ea"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   691
    and Ca: "countable Ca" "Ca \<subseteq> Ea" "\<Union>Ca = space A"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   692
    and Eb: "Eb \<subseteq> Pow (space B)" "sets B = sigma_sets (space B) Eb"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   693
    and Cb: "countable Cb" "Cb \<subseteq> Eb" "\<Union>Cb = space B"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   694
  shows "sets (A \<Otimes>\<^sub>M B) = sets (sigma (space A \<times> space B) { a \<times> b | a b. a \<in> Ea \<and> b \<in> Eb })"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   695
    (is "_ = sets (sigma ?\<Omega> ?E)")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   696
proof%unimportant
64008
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   697
  show "sets (sigma ?\<Omega> ?E) \<subseteq> sets (A \<Otimes>\<^sub>M B)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   698
    using Ea(1) Eb(1) by (subst sigma_le_sets) (auto simp: Ea(2) Eb(2))
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   699
  have "?E \<subseteq> Pow ?\<Omega>"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   700
    using Ea(1) Eb(1) by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   701
  then have E: "a \<in> Ea \<Longrightarrow> b \<in> Eb \<Longrightarrow> a \<times> b \<in> sets (sigma ?\<Omega> ?E)" for a b
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   702
    by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   703
  have "sets (A \<Otimes>\<^sub>M B) \<subseteq> sets (Sup {vimage_algebra ?\<Omega> fst A, vimage_algebra ?\<Omega> snd B})"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   704
    unfolding sets_pair_eq_sets_fst_snd ..
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   705
  also have "vimage_algebra ?\<Omega> fst A = vimage_algebra ?\<Omega> fst (sigma (space A) Ea)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   706
    by (intro vimage_algebra_cong[OF refl refl]) (simp add: Ea)
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   707
  also have "\<dots> = sigma ?\<Omega> {fst -` A \<inter> ?\<Omega> |A. A \<in> Ea}"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   708
    by (intro Ea vimage_algebra_sigma) auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   709
  also have "vimage_algebra ?\<Omega> snd B = vimage_algebra ?\<Omega> snd (sigma (space B) Eb)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   710
    by (intro vimage_algebra_cong[OF refl refl]) (simp add: Eb)
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   711
  also have "\<dots> = sigma ?\<Omega> {snd -` A \<inter> ?\<Omega> |A. A \<in> Eb}"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   712
    by (intro Eb vimage_algebra_sigma) auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   713
  also have "{sigma ?\<Omega> {fst -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Ea}, sigma ?\<Omega> {snd -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Eb}} =
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   714
    sigma ?\<Omega> ` {{fst -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Ea}, {snd -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Eb}}"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   715
    by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   716
  also have "sets (SUP S:{{fst -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Ea}, {snd -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Eb}}. sigma ?\<Omega> S) =
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   717
    sets (sigma ?\<Omega> (\<Union>{{fst -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Ea}, {snd -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Eb}}))"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   718
    using Ea(1) Eb(1) by (intro sets_Sup_sigma) auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   719
  also have "\<dots> \<subseteq> sets (sigma ?\<Omega> ?E)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   720
  proof (subst sigma_le_sets, safe intro!: space_in_measure_of)
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   721
    fix a assume "a \<in> Ea"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   722
    then have "fst -` a \<inter> ?\<Omega> = (\<Union>b\<in>Cb. a \<times> b)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   723
      using Cb(3)[symmetric] Ea(1) by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   724
    then show "fst -` a \<inter> ?\<Omega> \<in> sets (sigma ?\<Omega> ?E)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   725
      using Cb \<open>a \<in> Ea\<close> by (auto intro!: sets.countable_UN' E)
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   726
  next
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   727
    fix b assume "b \<in> Eb"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   728
    then have "snd -` b \<inter> ?\<Omega> = (\<Union>a\<in>Ca. a \<times> b)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   729
      using Ca(3)[symmetric] Eb(1) by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   730
    then show "snd -` b \<inter> ?\<Omega> \<in> sets (sigma ?\<Omega> ?E)"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   731
      using Ca \<open>b \<in> Eb\<close> by (auto intro!: sets.countable_UN' E)
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   732
  qed
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   733
  finally show "sets (A \<Otimes>\<^sub>M B) \<subseteq> sets (sigma ?\<Omega> ?E)" .
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   734
qed
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   735
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   736
lemma%important borel_prod:
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   737
  "(borel \<Otimes>\<^sub>M borel) = (borel :: ('a::second_countable_topology \<times> 'b::second_countable_topology) measure)"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   738
  (is "?P = ?B")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   739
proof%unimportant -
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   740
  have "?B = sigma UNIV {A \<times> B | A B. open A \<and> open B}"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   741
    by (rule second_countable_borel_measurable[OF open_prod_generated])
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   742
  also have "\<dots> = ?P"
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   743
    unfolding borel_def
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   744
    by (subst sigma_prod) (auto intro!: exI[of _ "{UNIV}"])
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   745
  finally show ?thesis ..
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   746
qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   747
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   748
lemma%important pair_measure_count_space:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   749
  assumes A: "finite A" and B: "finite B"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   750
  shows "count_space A \<Otimes>\<^sub>M count_space B = count_space (A \<times> B)" (is "?P = ?C")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   751
proof%unimportant (rule measure_eqI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   752
  interpret A: finite_measure "count_space A" by (rule finite_measure_count_space) fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   753
  interpret B: finite_measure "count_space B" by (rule finite_measure_count_space) fact
61169
4de9ff3ea29a tuned proofs -- less legacy;
wenzelm
parents: 60727
diff changeset
   754
  interpret P: pair_sigma_finite "count_space A" "count_space B" ..
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   755
  show eq: "sets ?P = sets ?C"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   756
    by (simp add: sets_pair_measure sigma_sets_pair_measure_generator_finite A B)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   757
  fix X assume X: "X \<in> sets ?P"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   758
  with eq have X_subset: "X \<subseteq> A \<times> B" by simp
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   759
  with A B have fin_Pair: "\<And>x. finite (Pair x -` X)"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   760
    by (intro finite_subset[OF _ B]) auto
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   761
  have fin_X: "finite X" using X_subset by (rule finite_subset) (auto simp: A B)
67693
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   762
  have card: "0 < card (Pair a -` X)" if "(a, b) \<in> X" for a b
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   763
    using card_gt_0_iff fin_Pair that by auto
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   764
  then have "emeasure ?P X = \<integral>\<^sup>+ x. emeasure (count_space B) (Pair x -` X)
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   765
            \<partial>count_space A"
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   766
    by (simp add: B.emeasure_pair_measure_alt X)
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   767
  also have "... = emeasure ?C X"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   768
    apply (subst emeasure_count_space)
67693
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   769
    using card X_subset A fin_Pair fin_X
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   770
    apply (auto simp add: nn_integral_count_space
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   771
                           of_nat_sum[symmetric] card_SigmaI[symmetric]
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   772
                simp del:  card_SigmaI
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   773
                intro!: arg_cong[where f=card])
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   774
    done
67693
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   775
  finally show "emeasure ?P X = emeasure ?C X" .
45777
c36637603821 remove unnecessary sublocale instantiations in HOL-Probability (for clarity and speedup); remove Infinite_Product_Measure.product_prob_space which was a duplicate of Probability_Measure.product_prob_space
hoelzl
parents: 44890
diff changeset
   776
qed
35833
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   777
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   778
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   779
lemma%unimportant emeasure_prod_count_space:
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   780
  assumes A: "A \<in> sets (count_space UNIV \<Otimes>\<^sub>M M)" (is "A \<in> sets (?A \<Otimes>\<^sub>M ?B)")
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   781
  shows "emeasure (?A \<Otimes>\<^sub>M ?B) A = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. indicator A (x, y) \<partial>?B \<partial>?A)"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   782
  by (rule emeasure_measure_of[OF pair_measure_def])
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   783
     (auto simp: countably_additive_def positive_def suminf_indicator A
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   784
                 nn_integral_suminf[symmetric] dest: sets.sets_into_space)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   785
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   786
lemma%unimportant emeasure_prod_count_space_single[simp]: "emeasure (count_space UNIV \<Otimes>\<^sub>M count_space UNIV) {x} = 1"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   787
proof -
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   788
  have [simp]: "\<And>a b x y. indicator {(a, b)} (x, y) = (indicator {a} x * indicator {b} y::ennreal)"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   789
    by (auto split: split_indicator)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   790
  show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   791
    by (cases x) (auto simp: emeasure_prod_count_space nn_integral_cmult sets_Pair)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   792
qed
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   793
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   794
lemma%important emeasure_count_space_prod_eq:
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   795
  fixes A :: "('a \<times> 'b) set"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   796
  assumes A: "A \<in> sets (count_space UNIV \<Otimes>\<^sub>M count_space UNIV)" (is "A \<in> sets (?A \<Otimes>\<^sub>M ?B)")
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   797
  shows "emeasure (?A \<Otimes>\<^sub>M ?B) A = emeasure (count_space UNIV) A"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   798
proof%unimportant -
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   799
  { fix A :: "('a \<times> 'b) set" assume "countable A"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   800
    then have "emeasure (?A \<Otimes>\<^sub>M ?B) (\<Union>a\<in>A. {a}) = (\<integral>\<^sup>+a. emeasure (?A \<Otimes>\<^sub>M ?B) {a} \<partial>count_space A)"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   801
      by (intro emeasure_UN_countable) (auto simp: sets_Pair disjoint_family_on_def)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   802
    also have "\<dots> = (\<integral>\<^sup>+a. indicator A a \<partial>count_space UNIV)"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   803
      by (subst nn_integral_count_space_indicator) auto
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   804
    finally have "emeasure (?A \<Otimes>\<^sub>M ?B) A = emeasure (count_space UNIV) A"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   805
      by simp }
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   806
  note * = this
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   807
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   808
  show ?thesis
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   809
  proof cases
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   810
    assume "finite A" then show ?thesis
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   811
      by (intro * countable_finite)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   812
  next
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   813
    assume "infinite A"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   814
    then obtain C where "countable C" and "infinite C" and "C \<subseteq> A"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   815
      by (auto dest: infinite_countable_subset')
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   816
    with A have "emeasure (?A \<Otimes>\<^sub>M ?B) C \<le> emeasure (?A \<Otimes>\<^sub>M ?B) A"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   817
      by (intro emeasure_mono) auto
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   818
    also have "emeasure (?A \<Otimes>\<^sub>M ?B) C = emeasure (count_space UNIV) C"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   819
      using \<open>countable C\<close> by (rule *)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   820
    finally show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   821
      using \<open>infinite C\<close> \<open>infinite A\<close> by (simp add: top_unique)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   822
  qed
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   823
qed
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   824
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   825
lemma%unimportant nn_integral_count_space_prod_eq:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   826
  "nn_integral (count_space UNIV \<Otimes>\<^sub>M count_space UNIV) f = nn_integral (count_space UNIV) f"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   827
    (is "nn_integral ?P f = _")
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   828
proof cases
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   829
  assume cntbl: "countable {x. f x \<noteq> 0}"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   830
  have [simp]: "\<And>x. card ({x} \<inter> {x. f x \<noteq> 0}) = (indicator {x. f x \<noteq> 0} x::ennreal)"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   831
    by (auto split: split_indicator)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   832
  have [measurable]: "\<And>y. (\<lambda>x. indicator {y} x) \<in> borel_measurable ?P"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   833
    by (rule measurable_discrete_difference[of "\<lambda>x. 0" _ borel "{y}" "\<lambda>x. indicator {y} x" for y])
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   834
       (auto intro: sets_Pair)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   835
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   836
  have "(\<integral>\<^sup>+x. f x \<partial>?P) = (\<integral>\<^sup>+x. \<integral>\<^sup>+x'. f x * indicator {x} x' \<partial>count_space {x. f x \<noteq> 0} \<partial>?P)"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   837
    by (auto simp add: nn_integral_cmult nn_integral_indicator' intro!: nn_integral_cong split: split_indicator)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   838
  also have "\<dots> = (\<integral>\<^sup>+x. \<integral>\<^sup>+x'. f x' * indicator {x'} x \<partial>count_space {x. f x \<noteq> 0} \<partial>?P)"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   839
    by (auto intro!: nn_integral_cong split: split_indicator)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   840
  also have "\<dots> = (\<integral>\<^sup>+x'. \<integral>\<^sup>+x. f x' * indicator {x'} x \<partial>?P \<partial>count_space {x. f x \<noteq> 0})"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   841
    by (intro nn_integral_count_space_nn_integral cntbl) auto
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   842
  also have "\<dots> = (\<integral>\<^sup>+x'. f x' \<partial>count_space {x. f x \<noteq> 0})"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   843
    by (intro nn_integral_cong) (auto simp: nn_integral_cmult sets_Pair)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   844
  finally show ?thesis
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   845
    by (auto simp add: nn_integral_count_space_indicator intro!: nn_integral_cong split: split_indicator)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   846
next
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   847
  { fix x assume "f x \<noteq> 0"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   848
    then have "(\<exists>r\<ge>0. 0 < r \<and> f x = ennreal r) \<or> f x = \<infinity>"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   849
      by (cases "f x" rule: ennreal_cases) (auto simp: less_le)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   850
    then have "\<exists>n. ennreal (1 / real (Suc n)) \<le> f x"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   851
      by (auto elim!: nat_approx_posE intro!: less_imp_le) }
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   852
  note * = this
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   853
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   854
  assume cntbl: "uncountable {x. f x \<noteq> 0}"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   855
  also have "{x. f x \<noteq> 0} = (\<Union>n. {x. 1/Suc n \<le> f x})"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   856
    using * by auto
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   857
  finally obtain n where "infinite {x. 1/Suc n \<le> f x}"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   858
    by (meson countableI_type countable_UN uncountable_infinite)
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   859
  then obtain C where C: "C \<subseteq> {x. 1/Suc n \<le> f x}" and "countable C" "infinite C"
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   860
    by (metis infinite_countable_subset')
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   861
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   862
  have [measurable]: "C \<in> sets ?P"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   863
    using sets.countable[OF _ \<open>countable C\<close>, of ?P] by (auto simp: sets_Pair)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   864
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   865
  have "(\<integral>\<^sup>+x. ennreal (1/Suc n) * indicator C x \<partial>?P) \<le> nn_integral ?P f"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   866
    using C by (intro nn_integral_mono) (auto split: split_indicator simp: zero_ereal_def[symmetric])
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   867
  moreover have "(\<integral>\<^sup>+x. ennreal (1/Suc n) * indicator C x \<partial>?P) = \<infinity>"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   868
    using \<open>infinite C\<close> by (simp add: nn_integral_cmult emeasure_count_space_prod_eq ennreal_mult_top)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   869
  moreover have "(\<integral>\<^sup>+x. ennreal (1/Suc n) * indicator C x \<partial>count_space UNIV) \<le> nn_integral (count_space UNIV) f"
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   870
    using C by (intro nn_integral_mono) (auto split: split_indicator simp: zero_ereal_def[symmetric])
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   871
  moreover have "(\<integral>\<^sup>+x. ennreal (1/Suc n) * indicator C x \<partial>count_space UNIV) = \<infinity>"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   872
    using \<open>infinite C\<close> by (simp add: nn_integral_cmult ennreal_mult_top)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   873
  ultimately show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   874
    by (simp add: top_unique)
59426
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   875
qed
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   876
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   877
lemma%important pair_measure_density:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   878
  assumes f: "f \<in> borel_measurable M1"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   879
  assumes g: "g \<in> borel_measurable M2"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   880
  assumes "sigma_finite_measure M2" "sigma_finite_measure (density M2 g)"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   881
  shows "density M1 f \<Otimes>\<^sub>M density M2 g = density (M1 \<Otimes>\<^sub>M M2) (\<lambda>(x,y). f x * g y)" (is "?L = ?R")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   882
proof%unimportant (rule measure_eqI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   883
  interpret M2: sigma_finite_measure M2 by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   884
  interpret D2: sigma_finite_measure "density M2 g" by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   885
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   886
  fix A assume A: "A \<in> sets ?L"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   887
  with f g have "(\<integral>\<^sup>+ x. f x * \<integral>\<^sup>+ y. g y * indicator A (x, y) \<partial>M2 \<partial>M1) =
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   888
    (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. f x * g y * indicator A (x, y) \<partial>M2 \<partial>M1)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   889
    by (intro nn_integral_cong_AE)
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   890
       (auto simp add: nn_integral_cmult[symmetric] ac_simps)
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   891
  with A f g show "emeasure ?L A = emeasure ?R A"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   892
    by (simp add: D2.emeasure_pair_measure emeasure_density nn_integral_density
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   893
                  M2.nn_integral_fst[symmetric]
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   894
             cong: nn_integral_cong)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   895
qed simp
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   896
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   897
lemma%unimportant sigma_finite_measure_distr:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   898
  assumes "sigma_finite_measure (distr M N f)" and f: "f \<in> measurable M N"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   899
  shows "sigma_finite_measure M"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   900
proof -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   901
  interpret sigma_finite_measure "distr M N f" by fact
57447
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   902
  from sigma_finite_countable guess A .. note A = this
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   903
  show ?thesis
57447
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   904
  proof
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   905
    show "\<exists>A. countable A \<and> A \<subseteq> sets M \<and> \<Union>A = space M \<and> (\<forall>a\<in>A. emeasure M a \<noteq> \<infinity>)"
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   906
      using A f
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   907
      by (intro exI[of _ "(\<lambda>a. f -` a \<inter> space M) ` A"])
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   908
         (auto simp: emeasure_distr set_eq_iff subset_eq intro: measurable_space)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   909
  qed
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   910
qed
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   911
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   912
lemma%unimportant pair_measure_distr:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   913
  assumes f: "f \<in> measurable M S" and g: "g \<in> measurable N T"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   914
  assumes "sigma_finite_measure (distr N T g)"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   915
  shows "distr M S f \<Otimes>\<^sub>M distr N T g = distr (M \<Otimes>\<^sub>M N) (S \<Otimes>\<^sub>M T) (\<lambda>(x, y). (f x, g y))" (is "?P = ?D")
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   916
proof (rule measure_eqI)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   917
  interpret T: sigma_finite_measure "distr N T g" by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   918
  interpret N: sigma_finite_measure N by (rule sigma_finite_measure_distr) fact+
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   919
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   920
  fix A assume A: "A \<in> sets ?P"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   921
  with f g show "emeasure ?P A = emeasure ?D A"
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   922
    by (auto simp add: N.emeasure_pair_measure_alt space_pair_measure emeasure_distr
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   923
                       T.emeasure_pair_measure_alt nn_integral_distr
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   924
             intro!: nn_integral_cong arg_cong[where f="emeasure N"])
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   925
qed simp
39097
943c7b348524 Moved lemmas to appropriate locations
hoelzl
parents: 39096
diff changeset
   926
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   927
lemma%important pair_measure_eqI:
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   928
  assumes "sigma_finite_measure M1" "sigma_finite_measure M2"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   929
  assumes sets: "sets (M1 \<Otimes>\<^sub>M M2) = sets M"
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   930
  assumes emeasure: "\<And>A B. A \<in> sets M1 \<Longrightarrow> B \<in> sets M2 \<Longrightarrow> emeasure M1 A * emeasure M2 B = emeasure M (A \<times> B)"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   931
  shows "M1 \<Otimes>\<^sub>M M2 = M"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   932
proof%unimportant -
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   933
  interpret M1: sigma_finite_measure M1 by fact
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   934
  interpret M2: sigma_finite_measure M2 by fact
61169
4de9ff3ea29a tuned proofs -- less legacy;
wenzelm
parents: 60727
diff changeset
   935
  interpret pair_sigma_finite M1 M2 ..
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   936
  from sigma_finite_up_in_pair_measure_generator guess F :: "nat \<Rightarrow> ('a \<times> 'b) set" .. note F = this
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   937
  let ?E = "{a \<times> b |a b. a \<in> sets M1 \<and> b \<in> sets M2}"
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   938
  let ?P = "M1 \<Otimes>\<^sub>M M2"
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   939
  show ?thesis
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   940
  proof (rule measure_eqI_generator_eq[OF Int_stable_pair_measure_generator[of M1 M2]])
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   941
    show "?E \<subseteq> Pow (space ?P)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   942
      using sets.space_closed[of M1] sets.space_closed[of M2] by (auto simp: space_pair_measure)
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   943
    show "sets ?P = sigma_sets (space ?P) ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   944
      by (simp add: sets_pair_measure space_pair_measure)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   945
    then show "sets M = sigma_sets (space ?P) ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   946
      using sets[symmetric] by simp
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   947
  next
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   948
    show "range F \<subseteq> ?E" "(\<Union>i. F i) = space ?P" "\<And>i. emeasure ?P (F i) \<noteq> \<infinity>"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   949
      using F by (auto simp: space_pair_measure)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   950
  next
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   951
    fix X assume "X \<in> ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   952
    then obtain A B where X[simp]: "X = A \<times> B" and A: "A \<in> sets M1" and B: "B \<in> sets M2" by auto
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   953
    then have "emeasure ?P X = emeasure M1 A * emeasure M2 B"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   954
       by (simp add: M2.emeasure_pair_measure_Times)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   955
    also have "\<dots> = emeasure M (A \<times> B)"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   956
      using A B emeasure by auto
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   957
    finally show "emeasure ?P X = emeasure M X"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   958
      by simp
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   959
  qed
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   960
qed
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   961
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   962
lemma%important sets_pair_countable:
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   963
  assumes "countable S1" "countable S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   964
  assumes M: "sets M = Pow S1" and N: "sets N = Pow S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   965
  shows "sets (M \<Otimes>\<^sub>M N) = Pow (S1 \<times> S2)"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   966
proof%unimportant auto
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   967
  fix x a b assume x: "x \<in> sets (M \<Otimes>\<^sub>M N)" "(a, b) \<in> x"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   968
  from sets.sets_into_space[OF x(1)] x(2)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   969
    sets_eq_imp_space_eq[of N "count_space S2"] sets_eq_imp_space_eq[of M "count_space S1"] M N
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   970
  show "a \<in> S1" "b \<in> S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   971
    by (auto simp: space_pair_measure)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   972
next
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   973
  fix X assume X: "X \<subseteq> S1 \<times> S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   974
  then have "countable X"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   975
    by (metis countable_subset \<open>countable S1\<close> \<open>countable S2\<close> countable_SIGMA)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   976
  have "X = (\<Union>(a, b)\<in>X. {a} \<times> {b})" by auto
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   977
  also have "\<dots> \<in> sets (M \<Otimes>\<^sub>M N)"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   978
    using X
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   979
    by (safe intro!: sets.countable_UN' \<open>countable X\<close> subsetI pair_measureI) (auto simp: M N)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   980
  finally show "X \<in> sets (M \<Otimes>\<^sub>M N)" .
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   981
qed
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   982
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   983
lemma%important pair_measure_countable:
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   984
  assumes "countable S1" "countable S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   985
  shows "count_space S1 \<Otimes>\<^sub>M count_space S2 = count_space (S1 \<times> S2)"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   986
proof%unimportant (rule pair_measure_eqI)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   987
  show "sigma_finite_measure (count_space S1)" "sigma_finite_measure (count_space S2)"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   988
    using assms by (auto intro!: sigma_finite_measure_count_space_countable)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   989
  show "sets (count_space S1 \<Otimes>\<^sub>M count_space S2) = sets (count_space (S1 \<times> S2))"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   990
    by (subst sets_pair_countable[OF assms]) auto
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   991
next
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   992
  fix A B assume "A \<in> sets (count_space S1)" "B \<in> sets (count_space S2)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   993
  then show "emeasure (count_space S1) A * emeasure (count_space S2) B =
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   994
    emeasure (count_space (S1 \<times> S2)) (A \<times> B)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   995
    by (subst (1 2 3) emeasure_count_space) (auto simp: finite_cartesian_product_iff ennreal_mult_top ennreal_top_mult)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   996
qed
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   997
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
   998
lemma%important nn_integral_fst_count_space:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   999
  "(\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. f (x, y) \<partial>count_space UNIV \<partial>count_space UNIV) = integral\<^sup>N (count_space UNIV) f"
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1000
  (is "?lhs = ?rhs")
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1001
proof%unimportant(cases)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1002
  assume *: "countable {xy. f xy \<noteq> 0}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1003
  let ?A = "fst ` {xy. f xy \<noteq> 0}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1004
  let ?B = "snd ` {xy. f xy \<noteq> 0}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1005
  from * have [simp]: "countable ?A" "countable ?B" by(rule countable_image)+
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1006
  have "?lhs = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. f (x, y) \<partial>count_space UNIV \<partial>count_space ?A)"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1007
    by(rule nn_integral_count_space_eq)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1008
      (auto simp add: nn_integral_0_iff_AE AE_count_space not_le intro: rev_image_eqI)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1009
  also have "\<dots> = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. f (x, y) \<partial>count_space ?B \<partial>count_space ?A)"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1010
    by(intro nn_integral_count_space_eq nn_integral_cong)(auto intro: rev_image_eqI)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1011
  also have "\<dots> = (\<integral>\<^sup>+ xy. f xy \<partial>count_space (?A \<times> ?B))"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1012
    by(subst sigma_finite_measure.nn_integral_fst)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1013
      (simp_all add: sigma_finite_measure_count_space_countable pair_measure_countable)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1014
  also have "\<dots> = ?rhs"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1015
    by(rule nn_integral_count_space_eq)(auto intro: rev_image_eqI)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1016
  finally show ?thesis .
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1017
next
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1018
  { fix xy assume "f xy \<noteq> 0"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1019
    then have "(\<exists>r\<ge>0. 0 < r \<and> f xy = ennreal r) \<or> f xy = \<infinity>"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1020
      by (cases "f xy" rule: ennreal_cases) (auto simp: less_le)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1021
    then have "\<exists>n. ennreal (1 / real (Suc n)) \<le> f xy"
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1022
      by (auto elim!: nat_approx_posE intro!: less_imp_le) }
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1023
  note * = this
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1024
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1025
  assume cntbl: "uncountable {xy. f xy \<noteq> 0}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1026
  also have "{xy. f xy \<noteq> 0} = (\<Union>n. {xy. 1/Suc n \<le> f xy})"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1027
    using * by auto
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1028
  finally obtain n where "infinite {xy. 1/Suc n \<le> f xy}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1029
    by (meson countableI_type countable_UN uncountable_infinite)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1030
  then obtain C where C: "C \<subseteq> {xy. 1/Suc n \<le> f xy}" and "countable C" "infinite C"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1031
    by (metis infinite_countable_subset')
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1032
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1033
  have "\<infinity> = (\<integral>\<^sup>+ xy. ennreal (1 / Suc n) * indicator C xy \<partial>count_space UNIV)"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1034
    using \<open>infinite C\<close> by(simp add: nn_integral_cmult ennreal_mult_top)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1035
  also have "\<dots> \<le> ?rhs" using C
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1036
    by(intro nn_integral_mono)(auto split: split_indicator)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1037
  finally have "?rhs = \<infinity>" by (simp add: top_unique)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1038
  moreover have "?lhs = \<infinity>"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1039
  proof(cases "finite (fst ` C)")
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1040
    case True
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1041
    then obtain x C' where x: "x \<in> fst ` C"
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1042
      and C': "C' = fst -` {x} \<inter> C"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1043
      and "infinite C'"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1044
      using \<open>infinite C\<close> by(auto elim!: inf_img_fin_domE')
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1045
    from x C C' have **: "C' \<subseteq> {xy. 1 / Suc n \<le> f xy}" by auto
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1046
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1047
    from C' \<open>infinite C'\<close> have "infinite (snd ` C')"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1048
      by(auto dest!: finite_imageD simp add: inj_on_def)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1049
    then have "\<infinity> = (\<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator (snd ` C') y \<partial>count_space UNIV)"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1050
      by(simp add: nn_integral_cmult ennreal_mult_top)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1051
    also have "\<dots> = (\<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator C' (x, y) \<partial>count_space UNIV)"
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1052
      by(rule nn_integral_cong)(force split: split_indicator intro: rev_image_eqI simp add: C')
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1053
    also have "\<dots> = (\<integral>\<^sup>+ x'. (\<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator C' (x, y) \<partial>count_space UNIV) * indicator {x} x' \<partial>count_space UNIV)"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1054
      by(simp add: one_ereal_def[symmetric])
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1055
    also have "\<dots> \<le> (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator C' (x, y) \<partial>count_space UNIV \<partial>count_space UNIV)"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1056
      by(rule nn_integral_mono)(simp split: split_indicator)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1057
    also have "\<dots> \<le> ?lhs" using **
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1058
      by(intro nn_integral_mono)(auto split: split_indicator)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1059
    finally show ?thesis by (simp add: top_unique)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1060
  next
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1061
    case False
63040
eb4ddd18d635 eliminated old 'def';
wenzelm
parents: 62975
diff changeset
  1062
    define C' where "C' = fst ` C"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1063
    have "\<infinity> = \<integral>\<^sup>+ x. ennreal (1 / Suc n) * indicator C' x \<partial>count_space UNIV"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1064
      using C'_def False by(simp add: nn_integral_cmult ennreal_mult_top)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1065
    also have "\<dots> = \<integral>\<^sup>+ x. \<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator C' x * indicator {SOME y. (x, y) \<in> C} y \<partial>count_space UNIV \<partial>count_space UNIV"
62083
7582b39f51ed add the proof of the central limit theorem
hoelzl
parents: 61808
diff changeset
  1066
      by(auto simp add: one_ereal_def[symmetric] max_def intro: nn_integral_cong)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1067
    also have "\<dots> \<le> \<integral>\<^sup>+ x. \<integral>\<^sup>+ y. ennreal (1 / Suc n) * indicator C (x, y) \<partial>count_space UNIV \<partial>count_space UNIV"
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1068
      by(intro nn_integral_mono)(auto simp add: C'_def split: split_indicator intro: someI)
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1069
    also have "\<dots> \<le> ?lhs" using C
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1070
      by(intro nn_integral_mono)(auto split: split_indicator)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1071
    finally show ?thesis by (simp add: top_unique)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1072
  qed
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1073
  ultimately show ?thesis by simp
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1074
qed
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1075
59491
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1076
lemma nn_integral_snd_count_space:
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1077
  "(\<integral>\<^sup>+ y. \<integral>\<^sup>+ x. f (x, y) \<partial>count_space UNIV \<partial>count_space UNIV) = integral\<^sup>N (count_space UNIV) f"
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1078
  (is "?lhs = ?rhs")
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1079
proof -
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1080
  have "?lhs = (\<integral>\<^sup>+ y. \<integral>\<^sup>+ x. (\<lambda>(y, x). f (x, y)) (y, x) \<partial>count_space UNIV \<partial>count_space UNIV)"
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1081
    by(simp)
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1082
  also have "\<dots> = \<integral>\<^sup>+ yx. (\<lambda>(y, x). f (x, y)) yx \<partial>count_space UNIV"
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1083
    by(rule nn_integral_fst_count_space)
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1084
  also have "\<dots> = \<integral>\<^sup>+ xy. f xy \<partial>count_space ((\<lambda>(x, y). (y, x)) ` UNIV)"
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1085
    by(subst nn_integral_bij_count_space[OF inj_on_imp_bij_betw, symmetric])
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1086
      (simp_all add: inj_on_def split_def)
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1087
  also have "\<dots> = ?rhs" by(rule nn_integral_count_space_eq) auto
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1088
  finally show ?thesis .
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1089
qed
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1090
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1091
lemma%unimportant measurable_pair_measure_countable1:
60066
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1092
  assumes "countable A"
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1093
  and [measurable]: "\<And>x. x \<in> A \<Longrightarrow> (\<lambda>y. f (x, y)) \<in> measurable N K"
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1094
  shows "f \<in> measurable (count_space A \<Otimes>\<^sub>M N) K"
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1095
using _ _ assms(1)
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1096
by(rule measurable_compose_countable'[where f="\<lambda>a b. f (a, snd b)" and g=fst and I=A, simplified])simp_all
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1097
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1098
subsection%important \<open>Product of Borel spaces\<close>
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1099
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1100
lemma%important borel_Times:
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1101
  fixes A :: "'a::topological_space set" and B :: "'b::topological_space set"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1102
  assumes A: "A \<in> sets borel" and B: "B \<in> sets borel"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1103
  shows "A \<times> B \<in> sets borel"
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1104
proof%unimportant -
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1105
  have "A \<times> B = (A\<times>UNIV) \<inter> (UNIV \<times> B)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1106
    by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1107
  moreover
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1108
  { have "A \<in> sigma_sets UNIV {S. open S}" using A by (simp add: sets_borel)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1109
    then have "A\<times>UNIV \<in> sets borel"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1110
    proof (induct A)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1111
      case (Basic S) then show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1112
        by (auto intro!: borel_open open_Times)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1113
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1114
      case (Compl A)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1115
      moreover have *: "(UNIV - A) \<times> UNIV = UNIV - (A \<times> UNIV)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1116
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1117
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1118
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1119
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1120
      case (Union A)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1121
      moreover have *: "(UNION UNIV A) \<times> UNIV = UNION UNIV (\<lambda>i. A i \<times> UNIV)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1122
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1123
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1124
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1125
    qed simp }
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1126
  moreover
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1127
  { have "B \<in> sigma_sets UNIV {S. open S}" using B by (simp add: sets_borel)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1128
    then have "UNIV\<times>B \<in> sets borel"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1129
    proof (induct B)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1130
      case (Basic S) then show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1131
        by (auto intro!: borel_open open_Times)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1132
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1133
      case (Compl B)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1134
      moreover have *: "UNIV \<times> (UNIV - B) = UNIV - (UNIV \<times> B)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1135
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1136
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1137
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1138
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1139
      case (Union B)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1140
      moreover have *: "UNIV \<times> (UNION UNIV B) = UNION UNIV (\<lambda>i. UNIV \<times> B i)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1141
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1142
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1143
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1144
    qed simp }
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1145
  ultimately show ?thesis
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1146
    by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1147
qed
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1148
68833
fde093888c16 tagged 21 theories in the Analysis library for the manual
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 67693
diff changeset
  1149
lemma%unimportant finite_measure_pair_measure:
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1150
  assumes "finite_measure M" "finite_measure N"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1151
  shows "finite_measure (N  \<Otimes>\<^sub>M M)"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1152
proof (rule finite_measureI)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1153
  interpret M: finite_measure M by fact
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1154
  interpret N: finite_measure N by fact
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1155
  show "emeasure (N  \<Otimes>\<^sub>M M) (space (N  \<Otimes>\<^sub>M M)) \<noteq> \<infinity>"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1156
    by (auto simp: space_pair_measure M.emeasure_pair_measure_Times ennreal_mult_eq_top_iff)
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1157
qed
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1158
62083
7582b39f51ed add the proof of the central limit theorem
hoelzl
parents: 61808
diff changeset
  1159
end