--- a/src/HOL/Probability/Infinite_Product_Measure.thy Fri Nov 02 14:00:39 2012 +0100
+++ b/src/HOL/Probability/Infinite_Product_Measure.thy Fri Nov 02 14:00:39 2012 +0100
@@ -8,6 +8,9 @@
imports Probability_Measure Caratheodory
begin
+lemma extensional_UNIV[simp]: "extensional UNIV = UNIV"
+ by (auto simp: extensional_def)
+
lemma restrict_extensional_sub[intro]: "A \<subseteq> B \<Longrightarrow> restrict f A \<in> extensional B"
unfolding restrict_def extensional_def by auto
@@ -386,7 +389,7 @@
proof (rule G.caratheodory_empty_continuous[OF positive_\<mu>G additive_\<mu>G])
fix A assume "A \<in> ?G"
with generatorE guess J X . note JX = this
- interpret JK: finite_product_prob_space M J by default fact+
+ interpret JK: finite_product_prob_space M J by default fact+
from JX show "\<mu>G A \<noteq> \<infinity>" by simp
next
fix A assume A: "range A \<subseteq> ?G" "decseq A" "(\<Inter>i. A i) = {}"
@@ -671,24 +674,140 @@
by (subst emeasure_PiM_emb_not_empty) (auto simp: emeasure_PiM)
qed
+lemma (in product_prob_space) emeasure_PiM_Collect:
+ assumes X: "J \<subseteq> I" "finite J" "\<And>i. i \<in> J \<Longrightarrow> X i \<in> sets (M i)"
+ shows "emeasure (Pi\<^isub>M I M) {x\<in>space (Pi\<^isub>M I M). \<forall>i\<in>J. x i \<in> X i} = (\<Prod> i\<in>J. emeasure (M i) (X i))"
+proof -
+ have "{x\<in>space (Pi\<^isub>M I M). \<forall>i\<in>J. x i \<in> X i} = emb I J (Pi\<^isub>E J X)"
+ unfolding prod_emb_def using assms by (auto simp: space_PiM Pi_iff)
+ with emeasure_PiM_emb[OF assms] show ?thesis by simp
+qed
+
+lemma (in product_prob_space) emeasure_PiM_Collect_single:
+ assumes X: "i \<in> I" "A \<in> sets (M i)"
+ shows "emeasure (Pi\<^isub>M I M) {x\<in>space (Pi\<^isub>M I M). x i \<in> A} = emeasure (M i) A"
+ using emeasure_PiM_Collect[of "{i}" "\<lambda>i. A"] assms
+ by simp
+
lemma (in product_prob_space) measure_PiM_emb:
assumes "J \<subseteq> I" "finite J" "\<And>i. i \<in> J \<Longrightarrow> X i \<in> sets (M i)"
shows "measure (PiM I M) (emb I J (Pi\<^isub>E J X)) = (\<Prod> i\<in>J. measure (M i) (X i))"
using emeasure_PiM_emb[OF assms]
unfolding emeasure_eq_measure M.emeasure_eq_measure by (simp add: setprod_ereal)
+lemma sets_Collect_single':
+ "i \<in> I \<Longrightarrow> {x\<in>space (M i). P x} \<in> sets (M i) \<Longrightarrow> {x\<in>space (PiM I M). P (x i)} \<in> sets (PiM I M)"
+ using sets_Collect_single[of i I "{x\<in>space (M i). P x}" M]
+ by (simp add: space_PiM Pi_iff cong: conj_cong)
+
lemma (in finite_product_prob_space) finite_measure_PiM_emb:
"(\<And>i. i \<in> I \<Longrightarrow> A i \<in> sets (M i)) \<Longrightarrow> measure (PiM I M) (Pi\<^isub>E I A) = (\<Prod>i\<in>I. measure (M i) (A i))"
using measure_PiM_emb[of I A] finite_index prod_emb_PiE_same_index[OF sets_into_space, of I A M]
by auto
+lemma (in product_prob_space) PiM_component:
+ assumes "i \<in> I"
+ shows "distr (PiM I M) (M i) (\<lambda>\<omega>. \<omega> i) = M i"
+proof (rule measure_eqI[symmetric])
+ fix A assume "A \<in> sets (M i)"
+ moreover have "((\<lambda>\<omega>. \<omega> i) -` A \<inter> space (PiM I M)) = {x\<in>space (PiM I M). x i \<in> A}"
+ by auto
+ ultimately show "emeasure (M i) A = emeasure (distr (PiM I M) (M i) (\<lambda>\<omega>. \<omega> i)) A"
+ by (auto simp: `i\<in>I` emeasure_distr measurable_component_singleton emeasure_PiM_Collect_single)
+qed simp
+
+lemma (in product_prob_space) PiM_eq:
+ assumes "I \<noteq> {}"
+ assumes "sets M' = sets (PiM I M)"
+ assumes eq: "\<And>J F. finite J \<Longrightarrow> J \<subseteq> I \<Longrightarrow> (\<And>j. j \<in> J \<Longrightarrow> F j \<in> sets (M j)) \<Longrightarrow>
+ emeasure M' (prod_emb I M J (\<Pi>\<^isub>E j\<in>J. F j)) = (\<Prod>j\<in>J. emeasure (M j) (F j))"
+ shows "M' = (PiM I M)"
+proof (rule measure_eqI_generator_eq[symmetric, OF Int_stable_prod_algebra prod_algebra_sets_into_space])
+ show "sets (PiM I M) = sigma_sets (\<Pi>\<^isub>E i\<in>I. space (M i)) (prod_algebra I M)"
+ by (rule sets_PiM)
+ then show "sets M' = sigma_sets (\<Pi>\<^isub>E i\<in>I. space (M i)) (prod_algebra I M)"
+ unfolding `sets M' = sets (PiM I M)` by simp
+
+ def i \<equiv> "SOME i. i \<in> I"
+ with `I \<noteq> {}` have i: "i \<in> I"
+ by (auto intro: someI_ex)
+
+ def A \<equiv> "\<lambda>n::nat. prod_emb I M {i} (\<Pi>\<^isub>E j\<in>{i}. space (M i))"
+ then show "range A \<subseteq> prod_algebra I M"
+ by (auto intro!: prod_algebraI i)
+
+ have A_eq: "\<And>i. A i = space (PiM I M)"
+ by (auto simp: prod_emb_def space_PiM Pi_iff A_def i)
+ show "(\<Union>i. A i) = (\<Pi>\<^isub>E i\<in>I. space (M i))"
+ unfolding A_eq by (auto simp: space_PiM)
+ show "\<And>i. emeasure (PiM I M) (A i) \<noteq> \<infinity>"
+ unfolding A_eq P.emeasure_space_1 by simp
+next
+ fix X assume X: "X \<in> prod_algebra I M"
+ then obtain J E where X: "X = prod_emb I M J (PIE j:J. E j)"
+ and J: "finite J" "J \<subseteq> I" "\<And>j. j \<in> J \<Longrightarrow> E j \<in> sets (M j)"
+ by (force elim!: prod_algebraE)
+ from eq[OF J] have "emeasure M' X = (\<Prod>j\<in>J. emeasure (M j) (E j))"
+ by (simp add: X)
+ also have "\<dots> = emeasure (PiM I M) X"
+ unfolding X using J by (intro emeasure_PiM_emb[symmetric]) auto
+ finally show "emeasure (PiM I M) X = emeasure M' X" ..
+qed
+
subsection {* Sequence space *}
-locale sequence_space = product_prob_space M "UNIV :: nat set" for M
+lemma measurable_nat_case: "(\<lambda>(x, \<omega>). nat_case x \<omega>) \<in> measurable (M \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)) (\<Pi>\<^isub>M i\<in>UNIV. M)"
+proof (rule measurable_PiM_single)
+ show "(\<lambda>(x, \<omega>). nat_case x \<omega>) \<in> space (M \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)) \<rightarrow> (UNIV \<rightarrow>\<^isub>E space M)"
+ by (auto simp: space_pair_measure space_PiM Pi_iff split: nat.split)
+ fix i :: nat and A assume A: "A \<in> sets M"
+ then have *: "{\<omega> \<in> space (M \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)). prod_case nat_case \<omega> i \<in> A} =
+ (case i of 0 \<Rightarrow> A \<times> space (\<Pi>\<^isub>M i\<in>UNIV. M) | Suc n \<Rightarrow> space M \<times> {\<omega>\<in>space (\<Pi>\<^isub>M i\<in>UNIV. M). \<omega> n \<in> A})"
+ by (auto simp: space_PiM space_pair_measure split: nat.split dest: sets_into_space)
+ show "{\<omega> \<in> space (M \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)). prod_case nat_case \<omega> i \<in> A} \<in> sets (M \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M))"
+ unfolding * by (auto simp: A split: nat.split intro!: sets_Collect_single)
+qed
+
+lemma measurable_nat_case':
+ assumes f: "f \<in> measurable N M" and g: "g \<in> measurable N (\<Pi>\<^isub>M i\<in>UNIV. M)"
+ shows "(\<lambda>x. nat_case (f x) (g x)) \<in> measurable N (\<Pi>\<^isub>M i\<in>UNIV. M)"
+ using measurable_compose[OF measurable_Pair[OF f g] measurable_nat_case] by simp
+
+definition comb_seq :: "nat \<Rightarrow> (nat \<Rightarrow> 'a) \<Rightarrow> (nat \<Rightarrow> 'a) \<Rightarrow> (nat \<Rightarrow> 'a)" where
+ "comb_seq i \<omega> \<omega>' j = (if j < i then \<omega> j else \<omega>' (j - i))"
+
+lemma split_comb_seq: "P (comb_seq i \<omega> \<omega>' j) \<longleftrightarrow> (j < i \<longrightarrow> P (\<omega> j)) \<and> (\<forall>k. j = i + k \<longrightarrow> P (\<omega>' k))"
+ by (auto simp: comb_seq_def not_less)
+
+lemma split_comb_seq_asm: "P (comb_seq i \<omega> \<omega>' j) \<longleftrightarrow> \<not> ((j < i \<and> \<not> P (\<omega> j)) \<or> (\<exists>k. j = i + k \<and> \<not> P (\<omega>' k)))"
+ by (auto simp: comb_seq_def)
-lemma (in sequence_space) infprod_in_sets[intro]:
- fixes E :: "nat \<Rightarrow> 'a set" assumes E: "\<And>i. E i \<in> sets (M i)"
- shows "Pi UNIV E \<in> sets (Pi\<^isub>M UNIV M)"
+lemma measurable_comb_seq: "(\<lambda>(\<omega>, \<omega>'). comb_seq i \<omega> \<omega>') \<in> measurable ((\<Pi>\<^isub>M i\<in>UNIV. M) \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)) (\<Pi>\<^isub>M i\<in>UNIV. M)"
+proof (rule measurable_PiM_single)
+ show "(\<lambda>(\<omega>, \<omega>'). comb_seq i \<omega> \<omega>') \<in> space ((\<Pi>\<^isub>M i\<in>UNIV. M) \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)) \<rightarrow> (UNIV \<rightarrow>\<^isub>E space M)"
+ by (auto simp: space_pair_measure space_PiM Pi_iff split: split_comb_seq)
+ fix j :: nat and A assume A: "A \<in> sets M"
+ then have *: "{\<omega> \<in> space ((\<Pi>\<^isub>M i\<in>UNIV. M) \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)). prod_case (comb_seq i) \<omega> j \<in> A} =
+ (if j < i then {\<omega> \<in> space (\<Pi>\<^isub>M i\<in>UNIV. M). \<omega> j \<in> A} \<times> space (\<Pi>\<^isub>M i\<in>UNIV. M)
+ else space (\<Pi>\<^isub>M i\<in>UNIV. M) \<times> {\<omega> \<in> space (\<Pi>\<^isub>M i\<in>UNIV. M). \<omega> (j - i) \<in> A})"
+ by (auto simp: space_PiM space_pair_measure comb_seq_def dest: sets_into_space)
+ show "{\<omega> \<in> space ((\<Pi>\<^isub>M i\<in>UNIV. M) \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M)). prod_case (comb_seq i) \<omega> j \<in> A} \<in> sets ((\<Pi>\<^isub>M i\<in>UNIV. M) \<Otimes>\<^isub>M (\<Pi>\<^isub>M i\<in>UNIV. M))"
+ unfolding * by (auto simp: A intro!: sets_Collect_single)
+qed
+
+lemma measurable_comb_seq':
+ assumes f: "f \<in> measurable N (\<Pi>\<^isub>M i\<in>UNIV. M)" and g: "g \<in> measurable N (\<Pi>\<^isub>M i\<in>UNIV. M)"
+ shows "(\<lambda>x. comb_seq i (f x) (g x)) \<in> measurable N (\<Pi>\<^isub>M i\<in>UNIV. M)"
+ using measurable_compose[OF measurable_Pair[OF f g] measurable_comb_seq] by simp
+
+locale sequence_space = product_prob_space "\<lambda>i. M" "UNIV :: nat set" for M
+begin
+
+abbreviation "S \<equiv> \<Pi>\<^isub>M i\<in>UNIV::nat set. M"
+
+lemma infprod_in_sets[intro]:
+ fixes E :: "nat \<Rightarrow> 'a set" assumes E: "\<And>i. E i \<in> sets M"
+ shows "Pi UNIV E \<in> sets S"
proof -
have "Pi UNIV E = (\<Inter>i. emb UNIV {..i} (\<Pi>\<^isub>E j\<in>{..i}. E j))"
using E E[THEN sets_into_space]
@@ -696,17 +815,17 @@
with E show ?thesis by auto
qed
-lemma (in sequence_space) measure_PiM_countable:
- fixes E :: "nat \<Rightarrow> 'a set" assumes E: "\<And>i. E i \<in> sets (M i)"
- shows "(\<lambda>n. \<Prod>i\<le>n. measure (M i) (E i)) ----> measure (Pi\<^isub>M UNIV M) (Pi UNIV E)"
+lemma measure_PiM_countable:
+ fixes E :: "nat \<Rightarrow> 'a set" assumes E: "\<And>i. E i \<in> sets M"
+ shows "(\<lambda>n. \<Prod>i\<le>n. measure M (E i)) ----> measure S (Pi UNIV E)"
proof -
let ?E = "\<lambda>n. emb UNIV {..n} (Pi\<^isub>E {.. n} E)"
- have "\<And>n. (\<Prod>i\<le>n. measure (M i) (E i)) = measure (Pi\<^isub>M UNIV M) (?E n)"
+ have "\<And>n. (\<Prod>i\<le>n. measure M (E i)) = measure S (?E n)"
using E by (simp add: measure_PiM_emb)
moreover have "Pi UNIV E = (\<Inter>n. ?E n)"
using E E[THEN sets_into_space]
by (auto simp: prod_emb_def extensional_def Pi_iff) blast
- moreover have "range ?E \<subseteq> sets (Pi\<^isub>M UNIV M)"
+ moreover have "range ?E \<subseteq> sets S"
using E by auto
moreover have "decseq ?E"
by (auto simp: prod_emb_def Pi_iff decseq_def)
@@ -714,4 +833,72 @@
by (simp add: finite_Lim_measure_decseq)
qed
+lemma nat_eq_diff_eq:
+ fixes a b c :: nat
+ shows "c \<le> b \<Longrightarrow> a = b - c \<longleftrightarrow> a + c = b"
+ by auto
+
+lemma PiM_comb_seq:
+ "distr (S \<Otimes>\<^isub>M S) S (\<lambda>(\<omega>, \<omega>'). comb_seq i \<omega> \<omega>') = S" (is "?D = _")
+proof (rule PiM_eq)
+ let ?I = "UNIV::nat set" and ?M = "\<lambda>n. M"
+ let "distr _ _ ?f" = "?D"
+
+ fix J E assume J: "finite J" "J \<subseteq> ?I" "\<And>j. j \<in> J \<Longrightarrow> E j \<in> sets M"
+ let ?X = "prod_emb ?I ?M J (\<Pi>\<^isub>E j\<in>J. E j)"
+ have "\<And>j x. j \<in> J \<Longrightarrow> x \<in> E j \<Longrightarrow> x \<in> space M"
+ using J(3)[THEN sets_into_space] by (auto simp: space_PiM Pi_iff subset_eq)
+ with J have "?f -` ?X \<inter> space (S \<Otimes>\<^isub>M S) =
+ (prod_emb ?I ?M (J \<inter> {..<i}) (PIE j:J \<inter> {..<i}. E j)) \<times>
+ (prod_emb ?I ?M ((op + i) -` J) (PIE j:(op + i) -` J. E (i + j)))" (is "_ = ?E \<times> ?F")
+ by (auto simp: space_pair_measure space_PiM prod_emb_def all_conj_distrib Pi_iff
+ split: split_comb_seq split_comb_seq_asm)
+ then have "emeasure ?D ?X = emeasure (S \<Otimes>\<^isub>M S) (?E \<times> ?F)"
+ by (subst emeasure_distr[OF measurable_comb_seq])
+ (auto intro!: sets_PiM_I simp: split_beta' J)
+ also have "\<dots> = emeasure S ?E * emeasure S ?F"
+ using J by (intro P.emeasure_pair_measure_Times) (auto intro!: sets_PiM_I finite_vimageI simp: inj_on_def)
+ also have "emeasure S ?F = (\<Prod>j\<in>(op + i) -` J. emeasure M (E (i + j)))"
+ using J by (intro emeasure_PiM_emb) (simp_all add: finite_vimageI inj_on_def)
+ also have "\<dots> = (\<Prod>j\<in>J - (J \<inter> {..<i}). emeasure M (E j))"
+ by (rule strong_setprod_reindex_cong[where f="\<lambda>x. x - i"])
+ (auto simp: image_iff Bex_def not_less nat_eq_diff_eq ac_simps cong: conj_cong intro!: inj_onI)
+ also have "emeasure S ?E = (\<Prod>j\<in>J \<inter> {..<i}. emeasure M (E j))"
+ using J by (intro emeasure_PiM_emb) simp_all
+ also have "(\<Prod>j\<in>J \<inter> {..<i}. emeasure M (E j)) * (\<Prod>j\<in>J - (J \<inter> {..<i}). emeasure M (E j)) = (\<Prod>j\<in>J. emeasure M (E j))"
+ by (subst mult_commute) (auto simp: J setprod_subset_diff[symmetric])
+ finally show "emeasure ?D ?X = (\<Prod>j\<in>J. emeasure M (E j))" .
+qed simp_all
+
+lemma PiM_iter:
+ "distr (M \<Otimes>\<^isub>M S) S (\<lambda>(s, \<omega>). nat_case s \<omega>) = S" (is "?D = _")
+proof (rule PiM_eq)
+ let ?I = "UNIV::nat set" and ?M = "\<lambda>n. M"
+ let "distr _ _ ?f" = "?D"
+
+ fix J E assume J: "finite J" "J \<subseteq> ?I" "\<And>j. j \<in> J \<Longrightarrow> E j \<in> sets M"
+ let ?X = "prod_emb ?I ?M J (PIE j:J. E j)"
+ have "\<And>j x. j \<in> J \<Longrightarrow> x \<in> E j \<Longrightarrow> x \<in> space M"
+ using J(3)[THEN sets_into_space] by (auto simp: space_PiM Pi_iff subset_eq)
+ with J have "?f -` ?X \<inter> space (M \<Otimes>\<^isub>M S) = (if 0 \<in> J then E 0 else space M) \<times>
+ (prod_emb ?I ?M (Suc -` J) (PIE j:Suc -` J. E (Suc j)))" (is "_ = ?E \<times> ?F")
+ by (auto simp: space_pair_measure space_PiM Pi_iff prod_emb_def all_conj_distrib
+ split: nat.split nat.split_asm)
+ then have "emeasure ?D ?X = emeasure (M \<Otimes>\<^isub>M S) (?E \<times> ?F)"
+ by (subst emeasure_distr[OF measurable_nat_case])
+ (auto intro!: sets_PiM_I simp: split_beta' J)
+ also have "\<dots> = emeasure M ?E * emeasure S ?F"
+ using J by (intro P.emeasure_pair_measure_Times) (auto intro!: sets_PiM_I finite_vimageI)
+ also have "emeasure S ?F = (\<Prod>j\<in>Suc -` J. emeasure M (E (Suc j)))"
+ using J by (intro emeasure_PiM_emb) (simp_all add: finite_vimageI)
+ also have "\<dots> = (\<Prod>j\<in>J - {0}. emeasure M (E j))"
+ by (rule strong_setprod_reindex_cong[where f="\<lambda>x. x - 1"])
+ (auto simp: image_iff Bex_def not_less nat_eq_diff_eq ac_simps cong: conj_cong intro!: inj_onI)
+ also have "emeasure M ?E * (\<Prod>j\<in>J - {0}. emeasure M (E j)) = (\<Prod>j\<in>J. emeasure M (E j))"
+ by (auto simp: M.emeasure_space_1 setprod.remove J)
+ finally show "emeasure ?D ?X = (\<Prod>j\<in>J. emeasure M (E j))" .
+qed simp_all
+
+end
+
end
\ No newline at end of file