src/HOL/Analysis/Binary_Product_Measure.thy
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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 \<open>Binary Product Measure\<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 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 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 "Binary products"
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definition\<^marker>\<open>tag important\<close> 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 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 sets.space_closed[of A] sets.space_closed[of B] by auto
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lemma 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 (rule space_measure_of)
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lemma 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 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 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 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 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 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 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 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 (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 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 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 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 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 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 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
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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
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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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lemma sets_pair_in_sets:
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  assumes "\<And>a b. a \<in> sets A \<Longrightarrow> b \<in> sets B \<Longrightarrow> a \<times> b \<in> sets N"
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  shows "sets (A \<Otimes>\<^sub>M B) \<subseteq> sets N"
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  unfolding sets_pair_measure
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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
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parents: 69566
diff changeset
   125
lemma  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})")
69652
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parents: 69566
diff changeset
   128
proof -
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
69652
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parents: 69566
diff changeset
   160
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   164
lemma  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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   168
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   171
lemma  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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   175
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   179
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   182
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   192
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   195
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   204
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   210
lemma 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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   216
lemma 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
69939
812ce526da33 new material on topology: products, etc. Some renamings, esp continuous_on_topo -> continuous_map
paulson <lp15@cam.ac.uk>
parents: 69861
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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   220
lemma (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
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   242
lemma (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 -
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   245
  obtain F :: "nat \<Rightarrow> 'a set" where F:
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   246
    "range F \<subseteq> sets M"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   247
    "\<Union> (range F) = space M"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   248
    "\<And>i. emeasure M (F i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   249
    "disjoint_family F" by (blast intro: sigma_finite_disjoint)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   250
  then have F_sets: "\<And>i. F i \<in> sets M" by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   251
  let ?C = "\<lambda>x i. F i \<inter> Pair x -` Q"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   252
  { fix i
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   253
    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
   254
      using F sets.sets_into_space by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   255
    let ?R = "density M (indicator (F i))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   256
    have "finite_measure ?R"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   257
      using F by (intro finite_measureI) (auto simp: emeasure_restricted subset_eq)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   258
    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
   259
     by (rule finite_measure.finite_measure_cut_measurable) (auto intro: Q)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   260
    moreover have "\<And>x. emeasure ?R (Pair x -` (space N \<times> space ?R \<inter> Q))
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   261
        = emeasure M (F i \<inter> Pair x -` (space N \<times> space ?R \<inter> Q))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   262
      using Q F_sets by (intro emeasure_restricted) (auto intro: sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   263
    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
   264
      using sets.sets_into_space[OF Q] by (auto simp: space_pair_measure)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   265
    ultimately have "(\<lambda>x. emeasure M (?C x i)) \<in> borel_measurable N"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   266
      by simp }
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   267
  moreover
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   268
  { fix x
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   269
    have "(\<Sum>i. emeasure M (?C x i)) = emeasure M (\<Union>i. ?C x i)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   270
    proof (intro suminf_emeasure)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   271
      show "range (?C x) \<subseteq> sets M"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   272
        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
   273
      have "disjoint_family F" using F by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   274
      show "disjoint_family (?C x)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   275
        by (rule disjoint_family_on_bisimulation[OF \<open>disjoint_family F\<close>]) auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   276
    qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   277
    also have "(\<Union>i. ?C x i) = Pair x -` Q"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   278
      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
   279
      by (auto simp: space_pair_measure)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   280
    finally have "emeasure M (Pair x -` Q) = (\<Sum>i. emeasure M (?C x i))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   281
      by simp }
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   282
  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
   283
    by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   284
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   285
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   286
lemma (in sigma_finite_measure) measurable_emeasure[measurable (raw)]:
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   287
  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
   288
  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
   289
  shows "(\<lambda>x. emeasure M (A x)) \<in> borel_measurable N"
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   290
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   291
  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
   292
    by (auto simp: space_pair_measure)
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   293
  with measurable_emeasure_Pair[OF A] show ?thesis
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   294
    by (auto cong: measurable_cong)
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   295
qed
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   296
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   297
lemma (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
   298
  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
   299
  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
   300
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
   301
  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
   302
    by (auto simp: positive_def)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   303
  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
   304
    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
   305
  show "countably_additive (sets (N \<Otimes>\<^sub>M M)) ?\<mu>"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   306
  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
   307
    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
   308
    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
   309
    moreover have "\<And>x. disjoint_family (\<lambda>i. Pair x -` F i)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   310
      by (intro disjoint_family_on_bisimulation[OF F(2)]) auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   311
    moreover have "\<And>x. range (\<lambda>i. Pair x -` F i) \<subseteq> sets M"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   312
      using F by (auto simp: sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   313
    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
   314
      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
   315
               intro!: nn_integral_cong nn_integral_indicator[symmetric])
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   316
  qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   317
  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
   318
    using sets.space_closed[of N] sets.space_closed[of M] by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   319
qed fact
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   320
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   321
lemma (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
   322
  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
   323
  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
   324
proof -
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   325
  have [simp]: "\<And>x y. indicator X (x, y) = indicator (Pair x -` X) y"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   326
    by (auto simp: indicator_def)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   327
  show ?thesis
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   328
    using X by (auto intro!: nn_integral_cong simp: emeasure_pair_measure sets_Pair1)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   329
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   330
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   331
proposition (in sigma_finite_measure) emeasure_pair_measure_Times:
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   332
  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
   333
  shows "emeasure (N \<Otimes>\<^sub>M M) (A \<times> B) = emeasure N A * emeasure M B"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   334
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   335
  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
   336
    using A B by (auto intro!: nn_integral_cong simp: emeasure_pair_measure_alt)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   337
  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
   338
    using A by (simp add: nn_integral_cmult_indicator)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   339
  finally show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   340
    by (simp add: ac_simps)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   341
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   342
69683
8b3458ca0762 subsection is always %important
immler
parents: 69652
diff changeset
   343
subsection \<open>Binary products of \<open>\<sigma>\<close>-finite emeasure spaces\<close>
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   344
70136
f03a01a18c6e modernized tags: default scope excludes proof;
wenzelm
parents: 69939
diff changeset
   345
locale\<^marker>\<open>tag unimportant\<close> pair_sigma_finite = M1?: sigma_finite_measure M1 + M2?: sigma_finite_measure M2
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   346
  for M1 :: "'a measure" and M2 :: "'b measure"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   347
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   348
lemma (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
   349
  "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
   350
  using M2.measurable_emeasure_Pair .
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   351
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   352
lemma (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
   353
  assumes Q: "Q \<in> sets (M1 \<Otimes>\<^sub>M M2)" shows "(\<lambda>y. emeasure M1 ((\<lambda>x. (x, y)) -` Q)) \<in> borel_measurable M2"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   354
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   355
  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
   356
    using Q measurable_pair_swap' by (auto intro: measurable_sets)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   357
  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
   358
  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
   359
    using Q[THEN sets.sets_into_space] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   360
  ultimately show ?thesis by simp
39088
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   361
qed
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   362
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   363
proposition (in pair_sigma_finite) sigma_finite_up_in_pair_measure_generator:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   364
  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
   365
  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
   366
    (\<forall>i. emeasure (M1 \<Otimes>\<^sub>M M2) (F i) \<noteq> \<infinity>)"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   367
proof -
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   368
  obtain F1 where F1: "range F1 \<subseteq> sets M1"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   369
    "\<Union> (range F1) = space M1"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   370
    "\<And>i. emeasure M1 (F1 i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   371
    "incseq F1"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   372
    by (rule M1.sigma_finite_incseq) blast
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   373
  obtain F2 where F2: "range F2 \<subseteq> sets M2"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   374
    "\<Union> (range F2) = space M2"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   375
    "\<And>i. emeasure M2 (F2 i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   376
    "incseq F2"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   377
    by (rule M2.sigma_finite_incseq) blast
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   378
  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
   379
  let ?F = "\<lambda>i. F1 i \<times> F2 i"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   380
  show ?thesis
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   381
  proof (intro exI[of _ ?F] conjI allI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   382
    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
   383
  next
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   384
    have "space M1 \<times> space M2 \<subseteq> (\<Union>i. ?F i)"
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   385
    proof (intro subsetI)
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   386
      fix x assume "x \<in> space M1 \<times> space M2"
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   387
      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
   388
        by (auto simp: space)
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   389
      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
   390
        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
   391
        by (force split: split_max)+
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   392
      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
   393
        by (intro SigmaI) (auto simp add: max.commute)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   394
      then show "x \<in> (\<Union>i. ?F i)" by auto
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   395
    qed
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   396
    then show "(\<Union>i. ?F i) = space M1 \<times> space M2"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   397
      using space by (auto simp: space)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   398
  next
41981
cdf7693bbe08 reworked Probability theory: measures are not type restricted to positive extended reals
hoelzl
parents: 41831
diff changeset
   399
    fix i show "incseq (\<lambda>i. F1 i \<times> F2 i)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   400
      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
   401
  next
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   402
    fix i
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   403
    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
   404
    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
   405
      by (auto simp add: emeasure_pair_measure_Times ennreal_mult_eq_top_iff)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   406
  qed
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   407
qed
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   408
70136
f03a01a18c6e modernized tags: default scope excludes proof;
wenzelm
parents: 69939
diff changeset
   409
sublocale\<^marker>\<open>tag unimportant\<close> pair_sigma_finite \<subseteq> P?: sigma_finite_measure "M1 \<Otimes>\<^sub>M M2"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   410
proof
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   411
  obtain F1 :: "'a set set" and F2 :: "'b set set" where
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   412
      "countable F1 \<and> F1 \<subseteq> sets M1 \<and> \<Union> F1 = space M1 \<and> (\<forall>a\<in>F1. emeasure M1 a \<noteq> \<infinity>)"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   413
      "countable F2 \<and> F2 \<subseteq> sets M2 \<and> \<Union> F2 = space M2 \<and> (\<forall>a\<in>F2. emeasure M2 a \<noteq> \<infinity>)"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   414
    using M1.sigma_finite_countable M2.sigma_finite_countable by auto
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   415
  then show
57447
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   416
    "\<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
   417
    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
   418
       (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
   419
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   420
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   421
lemma sigma_finite_pair_measure:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   422
  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
   423
  shows "sigma_finite_measure (A \<Otimes>\<^sub>M B)"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   424
proof -
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   425
  interpret A: sigma_finite_measure A by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   426
  interpret B: sigma_finite_measure B by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   427
  interpret AB: pair_sigma_finite A  B ..
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   428
  show ?thesis ..
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   429
qed
39088
ca17017c10e6 Measurable on product space is equiv. to measurable components
hoelzl
parents: 39082
diff changeset
   430
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   431
lemma 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
   432
  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
   433
  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
   434
  using measurable_pair_swap' assms by (rule measurable_sets)
41661
baf1964bc468 use pre-image measure, instead of image
hoelzl
parents: 41659
diff changeset
   435
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   436
lemma (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
   437
  "M1 \<Otimes>\<^sub>M M2 = distr (M2 \<Otimes>\<^sub>M M1) (M1 \<Otimes>\<^sub>M M2) (\<lambda>(x, y). (y, x))" (is "?P = ?D")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   438
proof -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   439
  let ?E = "{a \<times> b |a b. a \<in> sets M1 \<and> b \<in> sets M2}"
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   440
  obtain F :: "nat \<Rightarrow> ('a \<times> 'b) set" where F: "range F \<subseteq> ?E"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   441
    "incseq F" "\<Union> (range F) = space M1 \<times> space M2" "\<forall>i. emeasure (M1 \<Otimes>\<^sub>M M2) (F i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   442
    using sigma_finite_up_in_pair_measure_generator by auto
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   443
  show ?thesis
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   444
  proof (rule measure_eqI_generator_eq[OF Int_stable_pair_measure_generator[of M1 M2]])
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   445
    show "?E \<subseteq> Pow (space ?P)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   446
      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
   447
    show "sets ?P = sigma_sets (space ?P) ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   448
      by (simp add: sets_pair_measure space_pair_measure)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   449
    then show "sets ?D = sigma_sets (space ?P) ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   450
      by simp
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   451
    from F show "range F \<subseteq> ?E" "(\<Union>i. F i) = space ?P" "\<And>i. emeasure ?P (F i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   452
      by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   453
  next
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   454
    fix X assume "X \<in> ?E"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   455
    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
   456
    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
   457
      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
   458
    with A B show "emeasure (M1 \<Otimes>\<^sub>M M2) X = emeasure ?D X"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   459
      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
   460
                    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
   461
  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
   462
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
   463
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   464
lemma (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
   465
  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
   466
  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
   467
    (is "_ = ?\<nu> A")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   468
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   469
  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
   470
    using sets.sets_into_space[OF A] by (auto simp: space_pair_measure)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   471
  show ?thesis using A
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   472
    by (subst distr_pair_swap)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   473
       (simp_all del: vimage_Int add: measurable_sets[OF measurable_pair_swap']
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   474
                 M1.emeasure_pair_measure_alt emeasure_distr[OF measurable_pair_swap' A])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   475
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   476
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   477
lemma (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
   478
  assumes "AE x in (M1 \<Otimes>\<^sub>M M2). Q x"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   479
  shows "AE x in M1. (AE y in M2. Q (x, y))"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   480
proof -
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   481
  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
   482
    using assms unfolding eventually_ae_filter by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   483
  show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   484
  proof (rule AE_I)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   485
    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
   486
    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
   487
      by (auto simp: M2.emeasure_pair_measure_alt nn_integral_0_iff)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   488
    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
   489
      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
   490
    { fix x assume "x \<in> space M1" "emeasure M2 (Pair x -` N) = 0"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   491
      have "AE y in M2. Q (x, y)"
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   492
      proof (rule AE_I)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   493
        show "emeasure M2 (Pair x -` N) = 0" by fact
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   494
        show "Pair x -` N \<in> sets M2" using N(1) by (rule sets_Pair1)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   495
        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
   496
          using N \<open>x \<in> space M1\<close> unfolding space_pair_measure by auto
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   497
      qed }
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   498
    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
   499
      by auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   500
  qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   501
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   502
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   503
lemma (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
   504
  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
   505
  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
   506
  shows "AE x in M1 \<Otimes>\<^sub>M M2. P x"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   507
proof (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
   508
  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
   509
    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
   510
  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
   511
      (\<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
   512
    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
   513
  also have "\<dots> = (\<integral>\<^sup>+ x. \<integral>\<^sup>+ y. 0 \<partial>M2 \<partial>M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   514
    using ae
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   515
    apply (safe intro!: nn_integral_cong_AE)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   516
    apply (intro AE_I2)
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   517
    apply (safe intro!: nn_integral_cong_AE)
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   518
    apply auto
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   519
    done
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   520
  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
   521
qed
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   522
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   523
lemma (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
   524
  "{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
   525
    (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
   526
  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
   527
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   528
lemma (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
   529
  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
   530
  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
   531
proof -
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   532
  interpret Q: pair_sigma_finite M2 M1 ..
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   533
  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
   534
    by auto
53015
a1119cf551e8 standardized symbols via "isabelle update_sub_sup", excluding src/Pure and src/Tools/WWW_Find;
wenzelm
parents: 50244
diff changeset
   535
  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
   536
    (\<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
   537
    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
   538
  also have "\<dots> \<in> sets (M2 \<Otimes>\<^sub>M M1)"
49776
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   539
    by (intro sets_pair_swap P)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   540
  finally show ?thesis
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   541
    apply (subst AE_pair_iff[OF P])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   542
    apply (subst distr_pair_swap)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   543
    apply (subst AE_distr_iff[OF measurable_pair_swap' P])
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   544
    apply (subst Q.AE_pair_iff)
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   545
    apply simp_all
199d1d5bb17e tuned product measurability
hoelzl
parents: 47694
diff changeset
   546
    done
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   547
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   548
69683
8b3458ca0762 subsection is always %important
immler
parents: 69652
diff changeset
   549
subsection "Fubinis theorem"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   550
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   551
lemma 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
   552
  "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
   553
  by simp
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   554
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   555
lemma (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
   556
  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
   557
  shows "(\<lambda>x. \<integral>\<^sup>+ y. f (x, y) \<partial>M) \<in> borel_measurable M1"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   558
using f proof induct
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   559
  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
   560
  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
   561
    by (auto simp: space_pair_measure)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   562
  show ?case
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   563
    apply (subst measurable_cong)
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   564
    apply (rule nn_integral_cong)
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   565
    apply fact+
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   566
    done
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   567
next
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   568
  case (set Q)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   569
  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
   570
    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
   571
  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
   572
    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
   573
  from this measurable_emeasure_Pair[OF set] show ?case
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   574
    by (rule measurable_cong[THEN iffD1])
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   575
qed (simp_all add: nn_integral_add nn_integral_cmult measurable_compose_Pair1
69861
62e47f06d22c avoid context-sensitive simp rules whose context-free form (image_comp) is not simp by default
haftmann
parents: 69739
diff changeset
   576
                   nn_integral_monotone_convergence_SUP incseq_def le_fun_def image_comp
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   577
              cong: measurable_cong)
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   578
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   579
lemma (in sigma_finite_measure) nn_integral_fst:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   580
  assumes f: "f \<in> borel_measurable (M1 \<Otimes>\<^sub>M M)"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   581
  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
   582
  using f proof induct
49800
a6678da5692c induction prove for positive_integral_fst
hoelzl
parents: 49789
diff changeset
   583
  case (cong u v)
53374
a14d2a854c02 tuned proofs -- clarified flow of facts wrt. calculation;
wenzelm
parents: 53015
diff changeset
   584
  then have "?I u = ?I v"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   585
    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
   586
  with cong show ?case
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   587
    by (simp cong: nn_integral_cong)
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   588
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
   589
                   nn_integral_monotone_convergence_SUP measurable_compose_Pair1
69861
62e47f06d22c avoid context-sensitive simp rules whose context-free form (image_comp) is not simp by default
haftmann
parents: 69739
diff changeset
   590
                   borel_measurable_nn_integral_fst nn_integral_mono incseq_def le_fun_def image_comp
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   591
              cong: nn_integral_cong)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   592
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   593
lemma (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
   594
  "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
   595
  using borel_measurable_nn_integral_fst[of "case_prod f" N] by simp
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   596
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   597
proposition (in pair_sigma_finite) nn_integral_snd:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   598
  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
   599
  shows "(\<integral>\<^sup>+ y. (\<integral>\<^sup>+ x. f (x, y) \<partial>M1) \<partial>M2) = integral\<^sup>N (M1 \<Otimes>\<^sub>M M2) f"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   600
proof -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   601
  note measurable_pair_swap[OF f]
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   602
  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
   603
  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
   604
    by simp
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   605
  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
   606
    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
   607
  finally show ?thesis .
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   608
qed
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   609
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   610
theorem (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
   611
  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
   612
  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
   613
  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
   614
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   615
theorem (in pair_sigma_finite) Fubini':
61424
c3658c18b7bc prod_case as canonical name for product type eliminator
haftmann
parents: 61169
diff changeset
   616
  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
   617
  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
   618
  using Fubini[OF f] by simp
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
   619
69683
8b3458ca0762 subsection is always %important
immler
parents: 69652
diff changeset
   620
subsection \<open>Products on counting spaces, densities and distributions\<close>
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   621
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   622
proposition sigma_prod:
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   623
  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
   624
  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
   625
  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
   626
    (is "?P = ?S")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   627
proof (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
   628
  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
   629
    by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   630
  let ?XY = "{{fst -` a \<inter> X \<times> Y | a. a \<in> A}, {snd -` b \<inter> X \<times> Y | b. b \<in> B}}"
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 68833
diff changeset
   631
  have "sets ?P = sets (SUP xy\<in>?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
   632
    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
   633
  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
   634
    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
   635
  also have "\<dots> = sets ?S"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   636
  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
   637
    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
   638
      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
   639
  next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   640
    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
   641
      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
   642
    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
   643
    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
   644
    proof safe
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   645
      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
   646
      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
   647
        by auto
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   648
      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
   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
      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
   651
        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
   652
    next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   653
      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
   654
      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
   655
        by auto
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   656
      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
   657
        by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   658
      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
   659
        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
   660
    qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   661
  next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   662
    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
   663
    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
   664
      by auto
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   665
    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
   666
      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
   667
    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
   668
      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
   669
    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
   670
      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
   671
  qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   672
  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
   673
next
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   674
  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
   675
    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
   676
  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
   677
    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
   678
qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   679
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   680
lemma sigma_sets_pair_measure_generator_finite:
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   681
  assumes "finite A" and "finite B"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   682
  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
   683
  (is "sigma_sets ?prod ?sets = _")
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   684
proof safe
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   685
  have fin: "finite (A \<times> B)" using assms by (rule finite_cartesian_product)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   686
  fix x assume subset: "x \<subseteq> A \<times> B"
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   687
  hence "finite x" using fin by (rule finite_subset)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   688
  from this subset show "x \<in> sigma_sets ?prod ?sets"
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   689
  proof (induct x)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   690
    case empty show ?case by (rule sigma_sets.Empty)
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   691
  next
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   692
    case (insert a x)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   693
    hence "{a} \<in> sigma_sets ?prod ?sets" by auto
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   694
    moreover have "x \<in> sigma_sets ?prod ?sets" using insert by auto
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   695
    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
   696
  qed
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   697
next
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   698
  fix x a b
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   699
  assume "x \<in> sigma_sets ?prod ?sets" and "(a, b) \<in> x"
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   700
  from sigma_sets_into_sp[OF _ this(1)] this(2)
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   701
  show "a \<in> A" and "b \<in> B" by auto
35833
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   702
qed
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   703
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   704
proposition  sets_pair_eq:
64008
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   705
  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
   706
    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
   707
    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
   708
    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
   709
  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
   710
    (is "_ = sets (sigma ?\<Omega> ?E)")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   711
proof
64008
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   712
  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
   713
    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
   714
  have "?E \<subseteq> Pow ?\<Omega>"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   715
    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
   716
  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
   717
    by auto
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   718
  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
   719
    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
   720
  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
   721
    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
   722
  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
   723
    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
   724
  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
   725
    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
   726
  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
   727
    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
   728
  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
   729
    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
   730
    by auto
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 68833
diff changeset
   731
  also have "sets (SUP S\<in>{{fst -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Ea}, {snd -` Aa \<inter> ?\<Omega> |Aa. Aa \<in> Eb}}. sigma ?\<Omega> S) =
64008
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   732
    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
   733
    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
   734
  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
   735
  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
   736
    fix a assume "a \<in> Ea"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   737
    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
   738
      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
   739
    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
   740
      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
   741
  next
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   742
    fix b assume "b \<in> Eb"
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   743
    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
   744
      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
   745
    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
   746
      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
   747
  qed
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   748
  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
   749
qed
17a20ca86d62 HOL-Probability: more about probability, prepare for Markov processes in the AFP
hoelzl
parents: 63627
diff changeset
   750
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   751
proposition  borel_prod:
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   752
  "(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
   753
  (is "?P = ?B")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   754
proof -
59088
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   755
  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
   756
    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
   757
  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
   758
    unfolding borel_def
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   759
    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
   760
  finally show ?thesis ..
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   761
qed
ff2bd4a14ddb generalized (borel_)measurable_SUP/INF/lfp/gfp; tuned proofs for sigma-closure of product spaces
hoelzl
parents: 59048
diff changeset
   762
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   763
proposition pair_measure_count_space:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   764
  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
   765
  shows "count_space A \<Otimes>\<^sub>M count_space B = count_space (A \<times> B)" (is "?P = ?C")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   766
proof (rule measure_eqI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   767
  interpret A: finite_measure "count_space A" by (rule finite_measure_count_space) fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   768
  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
   769
  interpret P: pair_sigma_finite "count_space A" "count_space B" ..
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   770
  show eq: "sets ?P = sets ?C"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   771
    by (simp add: sets_pair_measure sigma_sets_pair_measure_generator_finite A B)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   772
  fix X assume X: "X \<in> sets ?P"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   773
  with eq have X_subset: "X \<subseteq> A \<times> B" by simp
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   774
  with A B have fin_Pair: "\<And>x. finite (Pair x -` X)"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   775
    by (intro finite_subset[OF _ B]) auto
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   776
  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
   777
  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
   778
    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
   779
  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
   780
            \<partial>count_space A"
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   781
    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
   782
  also have "... = emeasure ?C X"
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   783
    apply (subst emeasure_count_space)
67693
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   784
    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
   785
    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
   786
                           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
   787
                simp del:  card_SigmaI
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   788
                intro!: arg_cong[where f=card])
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   789
    done
67693
4fa9d5ef95bc fixed the proof of pair_measure_count_space
paulson <lp15@cam.ac.uk>
parents: 67399
diff changeset
   790
  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
   791
qed
35833
7b7ae5aa396d Added product measure space
hoelzl
parents:
diff changeset
   792
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
   793
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   794
lemma 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
   795
  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
   796
  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
   797
  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
   798
     (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
   799
                 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
   800
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   801
lemma 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
   802
proof -
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   803
  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
   804
    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
   805
  show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   806
    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
   807
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
   808
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   809
lemma 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
   810
  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
   811
  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
   812
  shows "emeasure (?A \<Otimes>\<^sub>M ?B) A = emeasure (count_space UNIV) A"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   813
proof -
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
   814
  { 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
   815
    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
   816
      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
   817
    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
   818
      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
   819
    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
   820
      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
   821
  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
   822
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
  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
   824
  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
   825
    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
   826
      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
   827
  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
   828
    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
   829
    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
   830
      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
   831
    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
   832
      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
   833
    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
   834
      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
   835
    finally show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   836
      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
   837
  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
   838
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
   839
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   840
lemma nn_integral_count_space_prod_eq:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   841
  "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
   842
    (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
   843
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
   844
  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
   845
  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
   846
    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
   847
  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
   848
    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
   849
       (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
   850
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
  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
   852
    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
   853
  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
   854
    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
   855
  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
   856
    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
   857
  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
   858
    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
   859
  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
   860
    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
   861
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
   862
  { fix x assume "f x \<noteq> 0"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   863
    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
   864
      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
   865
    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
   866
      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
   867
  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
   868
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   869
  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
   870
  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
   871
    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
   872
  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
   873
    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
   874
  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
   875
    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
   876
6fca83e88417 integral of the product of count spaces equals the integral of the count space of the product type
hoelzl
parents: 59353
diff changeset
   877
  have [measurable]: "C \<in> sets ?P"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   878
    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
   879
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   880
  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
   881
    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
   882
  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
   883
    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
   884
  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
   885
    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
   886
  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
   887
    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
   888
  ultimately show ?thesis
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   889
    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
   890
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
   891
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   892
theorem pair_measure_density:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   893
  assumes f: "f \<in> borel_measurable M1"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   894
  assumes g: "g \<in> borel_measurable M2"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   895
  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
   896
  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")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   897
proof (rule measure_eqI)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   898
  interpret M2: sigma_finite_measure M2 by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   899
  interpret D2: sigma_finite_measure "density M2 g" by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   900
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   901
  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
   902
  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
   903
    (\<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
   904
    by (intro nn_integral_cong_AE)
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   905
       (auto simp add: nn_integral_cmult[symmetric] ac_simps)
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   906
  with A f g show "emeasure ?L A = emeasure ?R A"
56996
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   907
    by (simp add: D2.emeasure_pair_measure emeasure_density nn_integral_density
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   908
                  M2.nn_integral_fst[symmetric]
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   909
             cong: nn_integral_cong)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   910
qed simp
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   911
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   912
lemma sigma_finite_measure_distr:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   913
  assumes "sigma_finite_measure (distr M N f)" and f: "f \<in> measurable M N"
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   914
  shows "sigma_finite_measure M"
40859
de0b30e6c2d2 Support product spaces on sigma finite measures.
hoelzl
parents: 39098
diff changeset
   915
proof -
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   916
  interpret sigma_finite_measure "distr M N f" by fact
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   917
  obtain A where A: "countable A" "A \<subseteq> sets (distr M N f)"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   918
      "\<Union> A = space (distr M N f)" "\<forall>a\<in>A. emeasure (distr M N f) a \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   919
    using sigma_finite_countable by auto
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   920
  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
   921
  proof
87429bdecad5 import more stuff from the CLT proof; base the lborel measure on interval_measure; remove lebesgue measure
hoelzl
parents: 57235
diff changeset
   922
    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
   923
      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
   924
      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
   925
         (auto simp: emeasure_distr set_eq_iff subset_eq intro: measurable_space)
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   926
  qed
38656
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   927
qed
d5d342611edb Rewrite the Probability theory.
hoelzl
parents: 36649
diff changeset
   928
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   929
lemma pair_measure_distr:
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   930
  assumes f: "f \<in> measurable M S" and g: "g \<in> measurable N T"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   931
  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
   932
  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
   933
proof (rule measure_eqI)
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   934
  interpret T: sigma_finite_measure "distr N T g" by fact
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   935
  interpret N: sigma_finite_measure N by (rule sigma_finite_measure_distr) fact+
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   936
47694
05663f75964c reworked Probability theory
hoelzl
parents: 46898
diff changeset
   937
  fix A assume A: "A \<in> sets ?P"
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   938
  with f g show "emeasure ?P A = emeasure ?D A"
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   939
    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
   940
                       T.emeasure_pair_measure_alt nn_integral_distr
891e992e510f renamed positive_integral to nn_integral
hoelzl
parents: 56994
diff changeset
   941
             intro!: nn_integral_cong arg_cong[where f="emeasure N"])
50003
8c213922ed49 use measurability prover
hoelzl
parents: 50002
diff changeset
   942
qed simp
39097
943c7b348524 Moved lemmas to appropriate locations
hoelzl
parents: 39096
diff changeset
   943
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   944
lemma pair_measure_eqI:
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   945
  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
   946
  assumes sets: "sets (M1 \<Otimes>\<^sub>M M2) = sets M"
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   947
  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
   948
  shows "M1 \<Otimes>\<^sub>M M2 = M"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   949
proof -
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   950
  interpret M1: sigma_finite_measure M1 by fact
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   951
  interpret M2: sigma_finite_measure M2 by fact
61169
4de9ff3ea29a tuned proofs -- less legacy;
wenzelm
parents: 60727
diff changeset
   952
  interpret pair_sigma_finite M1 M2 ..
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   953
  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
   954
  let ?P = "M1 \<Otimes>\<^sub>M M2"
74362
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   955
  obtain F :: "nat \<Rightarrow> ('a \<times> 'b) set" where F:
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   956
    "range F \<subseteq> ?E" "incseq F" "\<Union> (range F) = space M1 \<times> space M2" "\<forall>i. emeasure ?P (F i) \<noteq> \<infinity>"
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   957
    using sigma_finite_up_in_pair_measure_generator
0135a0c77b64 tuned proofs --- avoid 'guess';
wenzelm
parents: 70136
diff changeset
   958
    by blast
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   959
  show ?thesis
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   960
  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
   961
    show "?E \<subseteq> Pow (space ?P)"
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50104
diff changeset
   962
      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
   963
    show "sets ?P = sigma_sets (space ?P) ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   964
      by (simp add: sets_pair_measure space_pair_measure)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   965
    then show "sets M = sigma_sets (space ?P) ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   966
      using sets[symmetric] by simp
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   967
  next
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   968
    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
   969
      using F by (auto simp: space_pair_measure)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   970
  next
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   971
    fix X assume "X \<in> ?E"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   972
    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
   973
    then have "emeasure ?P X = emeasure M1 A * emeasure M2 B"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   974
       by (simp add: M2.emeasure_pair_measure_Times)
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   975
    also have "\<dots> = emeasure M (A \<times> B)"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   976
      using A B emeasure by auto
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   977
    finally show "emeasure ?P X = emeasure M X"
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   978
      by simp
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   979
  qed
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
   980
qed
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
   981
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   982
lemma sets_pair_countable:
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   983
  assumes "countable S1" "countable S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   984
  assumes M: "sets M = Pow S1" and N: "sets N = Pow S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   985
  shows "sets (M \<Otimes>\<^sub>M N) = Pow (S1 \<times> S2)"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
   986
proof auto
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   987
  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
   988
  from sets.sets_into_space[OF x(1)] x(2)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   989
    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
   990
  show "a \<in> S1" "b \<in> S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   991
    by (auto simp: space_pair_measure)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   992
next
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   993
  fix X assume X: "X \<subseteq> S1 \<times> S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   994
  then have "countable X"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   995
    by (metis countable_subset \<open>countable S1\<close> \<open>countable S2\<close> countable_SIGMA)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   996
  have "X = (\<Union>(a, b)\<in>X. {a} \<times> {b})" by auto
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   997
  also have "\<dots> \<in> sets (M \<Otimes>\<^sub>M N)"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
   998
    using X
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61610
diff changeset
   999
    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
  1000
  finally show "X \<in> sets (M \<Otimes>\<^sub>M N)" .
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1001
qed
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1002
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1003
lemma pair_measure_countable:
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1004
  assumes "countable S1" "countable S2"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1005
  shows "count_space S1 \<Otimes>\<^sub>M count_space S2 = count_space (S1 \<times> S2)"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1006
proof (rule pair_measure_eqI)
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1007
  show "sigma_finite_measure (count_space S1)" "sigma_finite_measure (count_space S2)"
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1008
    using assms by (auto intro!: sigma_finite_measure_count_space_countable)
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1009
  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
  1010
    by (subst sets_pair_countable[OF assms]) auto
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1011
next
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1012
  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
  1013
  then show "emeasure (count_space S1) A * emeasure (count_space S2) B =
57025
e7fd64f82876 add various lemmas
hoelzl
parents: 56996
diff changeset
  1014
    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
  1015
    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
  1016
qed
50104
de19856feb54 move theorems to be more generally useable
hoelzl
parents: 50003
diff changeset
  1017
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1018
proposition nn_integral_fst_count_space:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1019
  "(\<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
  1020
  (is "?lhs = ?rhs")
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1021
proof(cases)
59489
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1022
  assume *: "countable {xy. f xy \<noteq> 0}"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1023
  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
  1024
  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
  1025
  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
  1026
  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
  1027
    by(rule nn_integral_count_space_eq)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1028
      (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
  1029
  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
  1030
    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
  1031
  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
  1032
    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
  1033
      (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
  1034
  also have "\<dots> = ?rhs"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1035
    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
  1036
  finally show ?thesis .
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1037
next
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1038
  { fix xy assume "f xy \<noteq> 0"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1039
    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
  1040
      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
  1041
    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
  1042
      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
  1043
  note * = this
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1044
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1045
  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
  1046
  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
  1047
    using * by auto
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1048
  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
  1049
    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
  1050
  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
  1051
    by (metis infinite_countable_subset')
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1052
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1053
  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
  1054
    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
  1055
  also have "\<dots> \<le> ?rhs" using C
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1056
    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
  1057
  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
  1058
  moreover have "?lhs = \<infinity>"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1059
  proof(cases "finite (fst ` C)")
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1060
    case True
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1061
    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
  1062
      and C': "C' = fst -` {x} \<inter> C"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1063
      and "infinite C'"
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1064
      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
  1065
    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
  1066
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1067
    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
  1068
      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
  1069
    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
  1070
      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
  1071
    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
  1072
      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
  1073
    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
  1074
      by(simp add: one_ereal_def[symmetric])
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1075
    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
  1076
      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
  1077
    also have "\<dots> \<le> ?lhs" using **
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1078
      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
  1079
    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
  1080
  next
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1081
    case False
63040
eb4ddd18d635 eliminated old 'def';
wenzelm
parents: 62975
diff changeset
  1082
    define C' where "C' = fst ` C"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1083
    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
  1084
      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
  1085
    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
  1086
      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
  1087
    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
  1088
      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
  1089
    also have "\<dots> \<le> ?lhs" using C
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62390
diff changeset
  1090
      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
  1091
    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
  1092
  qed
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1093
  ultimately show ?thesis by simp
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1094
qed
fd5d23cc0e97 nn_integral can be split over arbitrary product count_spaces
Andreas Lochbihler
parents: 59426
diff changeset
  1095
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1096
proposition nn_integral_snd_count_space:
59491
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1097
  "(\<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
  1098
  (is "?lhs = ?rhs")
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1099
proof -
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1100
  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
  1101
    by(simp)
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1102
  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
  1103
    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
  1104
  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
  1105
    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
  1106
      (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
  1107
  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
  1108
  finally show ?thesis .
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1109
qed
40f570f9a284 add another lemma to split nn_integral over product count_space
Andreas Lochbihler
parents: 59489
diff changeset
  1110
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1111
lemma measurable_pair_measure_countable1:
60066
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1112
  assumes "countable A"
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1113
  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
  1114
  shows "f \<in> measurable (count_space A \<Otimes>\<^sub>M N) K"
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1115
using _ _ assms(1)
14efa7f4ee7b add lemmas
Andreas Lochbihler
parents: 59491
diff changeset
  1116
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
  1117
69683
8b3458ca0762 subsection is always %important
immler
parents: 69652
diff changeset
  1118
subsection \<open>Product of Borel spaces\<close>
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1119
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1120
theorem borel_Times:
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1121
  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
  1122
  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
  1123
  shows "A \<times> B \<in> sets borel"
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1124
proof -
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1125
  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
  1126
    by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1127
  moreover
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1128
  { 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
  1129
    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
  1130
    proof (induct A)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1131
      case (Basic S) then show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1132
        by (auto intro!: borel_open open_Times)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1133
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1134
      case (Compl A)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1135
      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
  1136
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1137
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1138
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1139
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1140
      case (Union A)
69313
b021008c5397 removed legacy input syntax
haftmann
parents: 69260
diff changeset
  1141
      moreover have *: "(\<Union>(A ` UNIV)) \<times> UNIV = \<Union>((\<lambda>i. A i \<times> UNIV) ` UNIV)"
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1142
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1143
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1144
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1145
    qed simp }
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1146
  moreover
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1147
  { 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
  1148
    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
  1149
    proof (induct B)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1150
      case (Basic S) then show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1151
        by (auto intro!: borel_open open_Times)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1152
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1153
      case (Compl B)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1154
      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
  1155
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1156
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1157
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1158
    next
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1159
      case (Union B)
69313
b021008c5397 removed legacy input syntax
haftmann
parents: 69260
diff changeset
  1160
      moreover have *: "UNIV \<times> (\<Union>(B ` UNIV)) = \<Union>((\<lambda>i. UNIV \<times> B i) ` UNIV)"
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1161
        by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1162
      ultimately show ?case
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1163
        unfolding * by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1164
    qed simp }
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1165
  ultimately show ?thesis
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1166
    by auto
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1167
qed
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1168
69652
3417a8f154eb updated tagging first 5
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69566
diff changeset
  1169
lemma finite_measure_pair_measure:
57235
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1170
  assumes "finite_measure M" "finite_measure N"
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1171
  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
  1172
proof (rule finite_measureI)
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1173
  interpret M: finite_measure M by fact
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1174
  interpret N: finite_measure N by fact
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1175
  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
  1176
    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
  1177
qed
b0b9a10e4bf4 properties of Erlang and exponentially distributed random variables (by Sudeep Kanav)
hoelzl
parents: 57025
diff changeset
  1178
62083
7582b39f51ed add the proof of the central limit theorem
hoelzl
parents: 61808
diff changeset
  1179
end