src/HOL/Analysis/Regularity.thy
author paulson <lp15@cam.ac.uk>
Fri, 16 Jul 2021 14:43:25 +0100
changeset 74007 df976eefcba0
parent 71633 07bec530f02e
child 74362 0135a0c77b64
permissions -rw-r--r--
A few new lemmas and simplifications
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
63627
6ddb43c6b711 rename HOL-Multivariate_Analysis to HOL-Analysis.
hoelzl
parents: 63626
diff changeset
     1
(*  Title:      HOL/Analysis/Regularity.thy
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
     2
    Author:     Fabian Immler, TU München
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
     3
*)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
     4
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
     5
section \<open>Regularity of Measures\<close>
50089
1badf63e5d97 generalized to copy of countable types instead of instantiation of nat for discrete topology
immler
parents: 50087
diff changeset
     6
69730
0c3dcb3a17f6 tagged 5 theories
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69661
diff changeset
     7
theory Regularity (* FIX suggestion to rename  e.g. RegularityMeasures and/ or move as
0c3dcb3a17f6 tagged 5 theories
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69661
diff changeset
     8
this theory consists of 1 result only  *)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
     9
imports Measure_Space Borel_Space
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    10
begin
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    11
69739
nipkow
parents: 69730
diff changeset
    12
theorem
50881
ae630bab13da renamed countable_basis_space to second_countable_topology
hoelzl
parents: 50530
diff changeset
    13
  fixes M::"'a::{second_countable_topology, complete_space} measure"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    14
  assumes sb: "sets M = sets borel"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    15
  assumes "emeasure M (space M) \<noteq> \<infinity>"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    16
  assumes "B \<in> sets borel"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    17
  shows inner_regular: "emeasure M B =
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
    18
    (SUP K \<in> {K. K \<subseteq> B \<and> compact K}. emeasure M K)" (is "?inner B")
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    19
  and outer_regular: "emeasure M B =
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
    20
    (INF U \<in> {U. B \<subseteq> U \<and> open U}. emeasure M U)" (is "?outer B")
69730
0c3dcb3a17f6 tagged 5 theories
Angeliki KoutsoukouArgyraki <ak2110@cam.ac.uk>
parents: 69661
diff changeset
    21
proof -
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    22
  have Us: "UNIV = space M" by (metis assms(1) sets_eq_imp_space_eq space_borel)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    23
  hence sU: "space M = UNIV" by simp
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    24
  interpret finite_measure M by rule fact
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    25
  have approx_inner: "\<And>A. A \<in> sets M \<Longrightarrow>
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    26
    (\<And>e. e > 0 \<Longrightarrow> \<exists>K. K \<subseteq> A \<and> compact K \<and> emeasure M A \<le> emeasure M K + ennreal e) \<Longrightarrow> ?inner A"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    27
    by (rule ennreal_approx_SUP)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    28
      (force intro!: emeasure_mono simp: compact_imp_closed emeasure_eq_measure)+
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    29
  have approx_outer: "\<And>A. A \<in> sets M \<Longrightarrow>
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    30
    (\<And>e. e > 0 \<Longrightarrow> \<exists>B. A \<subseteq> B \<and> open B \<and> emeasure M B \<le> emeasure M A + ennreal e) \<Longrightarrow> ?outer A"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    31
    by (rule ennreal_approx_INF)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    32
       (force intro!: emeasure_mono simp: emeasure_eq_measure sb)+
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    33
  from countable_dense_setE guess X::"'a set"  . note X = this
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    34
  {
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    35
    fix r::real assume "r > 0" hence "\<And>y. open (ball y r)" "\<And>y. ball y r \<noteq> {}" by auto
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    36
    with X(2)[OF this]
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    37
    have x: "space M = (\<Union>x\<in>X. cball x r)"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    38
      by (auto simp add: sU) (metis dist_commute order_less_imp_le)
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    39
    let ?U = "\<Union>k. (\<Union>n\<in>{0..k}. cball (from_nat_into X n) r)"
61969
e01015e49041 more symbols;
wenzelm
parents: 61808
diff changeset
    40
    have "(\<lambda>k. emeasure M (\<Union>n\<in>{0..k}. cball (from_nat_into X n) r)) \<longlonglongrightarrow> M ?U"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    41
      by (rule Lim_emeasure_incseq) (auto intro!: borel_closed bexI simp: incseq_def Us sb)
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    42
    also have "?U = space M"
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    43
    proof safe
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
    44
      fix x from X(2)[OF open_ball[of x r]] \<open>r > 0\<close> obtain d where d: "d\<in>X" "d \<in> ball x r" by auto
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    45
      show "x \<in> ?U"
62343
24106dc44def prefer abbreviations for compound operators INFIMUM and SUPREMUM
haftmann
parents: 61969
diff changeset
    46
        using X(1) d
24106dc44def prefer abbreviations for compound operators INFIMUM and SUPREMUM
haftmann
parents: 61969
diff changeset
    47
        by simp (auto intro!: exI [where x = "to_nat_on X d"] simp: dist_commute Bex_def)
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    48
    qed (simp add: sU)
61969
e01015e49041 more symbols;
wenzelm
parents: 61808
diff changeset
    49
    finally have "(\<lambda>k. M (\<Union>n\<in>{0..k}. cball (from_nat_into X n) r)) \<longlonglongrightarrow> M (space M)" .
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    50
  } note M_space = this
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    51
  {
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    52
    fix e ::real and n :: nat assume "e > 0" "n > 0"
56544
b60d5d119489 made mult_pos_pos a simp rule
nipkow
parents: 56541
diff changeset
    53
    hence "1/n > 0" "e * 2 powr - n > 0" by (auto)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
    54
    from M_space[OF \<open>1/n>0\<close>]
61969
e01015e49041 more symbols;
wenzelm
parents: 61808
diff changeset
    55
    have "(\<lambda>k. measure M (\<Union>i\<in>{0..k}. cball (from_nat_into X i) (1/real n))) \<longlonglongrightarrow> measure M (space M)"
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
    56
      unfolding emeasure_eq_measure by (auto)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
    57
    from metric_LIMSEQ_D[OF this \<open>0 < e * 2 powr -n\<close>]
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    58
    obtain k where "dist (measure M (\<Union>i\<in>{0..k}. cball (from_nat_into X i) (1/real n))) (measure M (space M)) <
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    59
      e * 2 powr -n"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    60
      by auto
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    61
    hence "measure M (\<Union>i\<in>{0..k}. cball (from_nat_into X i) (1/real n)) \<ge>
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    62
      measure M (space M) - e * 2 powr -real n"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    63
      by (auto simp: dist_real_def)
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    64
    hence "\<exists>k. measure M (\<Union>i\<in>{0..k}. cball (from_nat_into X i) (1/real n)) \<ge>
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    65
      measure M (space M) - e * 2 powr - real n" ..
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    66
  } note k=this
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    67
  hence "\<forall>e\<in>{0<..}. \<forall>(n::nat)\<in>{0<..}. \<exists>k.
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    68
    measure M (\<Union>i\<in>{0..k}. cball (from_nat_into X i) (1/real n)) \<ge> measure M (space M) - e * 2 powr - real n"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    69
    by blast
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    70
  then obtain k where k: "\<forall>e\<in>{0<..}. \<forall>n\<in>{0<..}. measure M (space M) - e * 2 powr - real (n::nat)
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    71
    \<le> measure M (\<Union>i\<in>{0..k e n}. cball (from_nat_into X i) (1 / n))"
58184
db1381d811ab cleanup Wfrec; introduce dependent_wf/wellorder_choice
hoelzl
parents: 56544
diff changeset
    72
    by metis
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    73
  hence k: "\<And>e n. e > 0 \<Longrightarrow> n > 0 \<Longrightarrow> measure M (space M) - e * 2 powr - n
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
    74
    \<le> measure M (\<Union>i\<in>{0..k e n}. cball (from_nat_into X i) (1 / n))"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    75
    unfolding Ball_def by blast
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    76
  have approx_space:
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    77
    "\<exists>K \<in> {K. K \<subseteq> space M \<and> compact K}. emeasure M (space M) \<le> emeasure M K + ennreal e"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    78
    (is "?thesis e") if "0 < e" for e :: real
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    79
  proof -
63040
eb4ddd18d635 eliminated old 'def';
wenzelm
parents: 62975
diff changeset
    80
    define B where [abs_def]:
eb4ddd18d635 eliminated old 'def';
wenzelm
parents: 62975
diff changeset
    81
      "B n = (\<Union>i\<in>{0..k e (Suc n)}. cball (from_nat_into X i) (1 / Suc n))" for n
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    82
    have "\<And>n. closed (B n)" by (auto simp: B_def)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    83
    hence [simp]: "\<And>n. B n \<in> sets M" by (simp add: sb)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
    84
    from k[OF \<open>e > 0\<close> zero_less_Suc]
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    85
    have "\<And>n. measure M (space M) - measure M (B n) \<le> e * 2 powr - real (Suc n)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    86
      by (simp add: algebra_simps B_def finite_measure_compl)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    87
    hence B_compl_le: "\<And>n::nat. measure M (space M - B n) \<le> e * 2 powr - real (Suc n)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    88
      by (simp add: finite_measure_compl)
63040
eb4ddd18d635 eliminated old 'def';
wenzelm
parents: 62975
diff changeset
    89
    define K where "K = (\<Inter>n. B n)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
    90
    from \<open>closed (B _)\<close> have "closed K" by (auto simp: K_def)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    91
    hence [simp]: "K \<in> sets M" by (simp add: sb)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    92
    have "measure M (space M) - measure M K = measure M (space M - K)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    93
      by (simp add: finite_measure_compl)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    94
    also have "\<dots> = emeasure M (\<Union>n. space M - B n)" by (auto simp: K_def emeasure_eq_measure)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    95
    also have "\<dots> \<le> (\<Sum>n. emeasure M (space M - B n))"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
    96
      by (rule emeasure_subadditive_countably) (auto simp: summable_def)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    97
    also have "\<dots> \<le> (\<Sum>n. ennreal (e*2 powr - real (Suc n)))"
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
    98
      using B_compl_le by (intro suminf_le) (simp_all add: emeasure_eq_measure ennreal_leI)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
    99
    also have "\<dots> \<le> (\<Sum>n. ennreal (e * (1 / 2) ^ Suc n))"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   100
      by (simp add: powr_minus powr_realpow field_simps del: of_nat_Suc)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   101
    also have "\<dots> = ennreal e * (\<Sum>n. ennreal ((1 / 2) ^ Suc n))"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   102
      unfolding ennreal_power[symmetric]
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   103
      using \<open>0 < e\<close>
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   104
      by (simp add: ac_simps ennreal_mult' divide_ennreal[symmetric] divide_ennreal_def
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   105
                    ennreal_power[symmetric])
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   106
    also have "\<dots> = e"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   107
      by (subst suminf_ennreal_eq[OF zero_le_power power_half_series]) auto
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   108
    finally have "measure M (space M) \<le> measure M K + e"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   109
      using \<open>0 < e\<close> by simp
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   110
    hence "emeasure M (space M) \<le> emeasure M K + e"
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   111
      using \<open>0 < e\<close> by (simp add: emeasure_eq_measure flip: ennreal_plus)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   112
    moreover have "compact K"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   113
      unfolding compact_eq_totally_bounded
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   114
    proof safe
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   115
      show "complete K" using \<open>closed K\<close> by (simp add: complete_eq_closed)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   116
      fix e'::real assume "0 < e'"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   117
      from nat_approx_posE[OF this] guess n . note n = this
50245
dea9363887a6 based countable topological basis on Countable_Set
immler
parents: 50244
diff changeset
   118
      let ?k = "from_nat_into X ` {0..k e (Suc n)}"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   119
      have "finite ?k" by simp
58184
db1381d811ab cleanup Wfrec; introduce dependent_wf/wellorder_choice
hoelzl
parents: 56544
diff changeset
   120
      moreover have "K \<subseteq> (\<Union>x\<in>?k. ball x e')" unfolding K_def B_def using n by force
db1381d811ab cleanup Wfrec; introduce dependent_wf/wellorder_choice
hoelzl
parents: 56544
diff changeset
   121
      ultimately show "\<exists>k. finite k \<and> K \<subseteq> (\<Union>x\<in>k. ball x e')" by blast
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   122
    qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   123
    ultimately
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   124
    show ?thesis by (auto simp: sU)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   125
  qed
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   126
  { fix A::"'a set" assume "closed A" hence "A \<in> sets borel" by (simp add: compact_imp_closed)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   127
    hence [simp]: "A \<in> sets M" by (simp add: sb)
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   128
    have "?inner A"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   129
    proof (rule approx_inner)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   130
      fix e::real assume "e > 0"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   131
      from approx_space[OF this] obtain K where
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   132
        K: "K \<subseteq> space M" "compact K" "emeasure M (space M) \<le> emeasure M K + e"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   133
        by (auto simp: emeasure_eq_measure)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   134
      hence [simp]: "K \<in> sets M" by (simp add: sb compact_imp_closed)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   135
      have "measure M A - measure M (A \<inter> K) = measure M (A - A \<inter> K)"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   136
        by (subst finite_measure_Diff) auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   137
      also have "A - A \<inter> K = A \<union> K - K" by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   138
      also have "measure M \<dots> = measure M (A \<union> K) - measure M K"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   139
        by (subst finite_measure_Diff) auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   140
      also have "\<dots> \<le> measure M (space M) - measure M K"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   141
        by (simp add: emeasure_eq_measure sU sb finite_measure_mono)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   142
      also have "\<dots> \<le> e"
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   143
        using K \<open>0 < e\<close> by (simp add: emeasure_eq_measure flip: ennreal_plus)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   144
      finally have "emeasure M A \<le> emeasure M (A \<inter> K) + ennreal e"
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   145
        using \<open>0<e\<close> by (simp add: emeasure_eq_measure algebra_simps flip: ennreal_plus)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   146
      moreover have "A \<inter> K \<subseteq> A" "compact (A \<inter> K)" using \<open>closed A\<close> \<open>compact K\<close> by auto
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   147
      ultimately show "\<exists>K \<subseteq> A. compact K \<and> emeasure M A \<le> emeasure M K + ennreal e"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   148
        by blast
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   149
    qed simp
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   150
    have "?outer A"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   151
    proof cases
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   152
      assume "A \<noteq> {}"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   153
      let ?G = "\<lambda>d. {x. infdist x A < d}"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   154
      {
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   155
        fix d
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   156
        have "?G d = (\<lambda>x. infdist x A) -` {..<d}" by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   157
        also have "open \<dots>"
62533
bc25f3916a99 new material to Blochj's theorem, as well as supporting lemmas
paulson <lp15@cam.ac.uk>
parents: 62343
diff changeset
   158
          by (intro continuous_open_vimage) (auto intro!: continuous_infdist continuous_ident)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   159
        finally have "open (?G d)" .
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   160
      } note open_G = this
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   161
      from in_closed_iff_infdist_zero[OF \<open>closed A\<close> \<open>A \<noteq> {}\<close>]
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   162
      have "A = {x. infdist x A = 0}" by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   163
      also have "\<dots> = (\<Inter>i. ?G (1/real (Suc i)))"
61609
77b453bd616f Coercion "real" now has type nat => real only and is no longer overloaded. Type class "real_of" is gone. Many duplicate theorems removed.
paulson <lp15@cam.ac.uk>
parents: 61284
diff changeset
   164
      proof (auto simp del: of_nat_Suc, rule ccontr)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   165
        fix x
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   166
        assume "infdist x A \<noteq> 0"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   167
        hence pos: "infdist x A > 0" using infdist_nonneg[of x A] by simp
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   168
        from nat_approx_posE[OF this] guess n .
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   169
        moreover
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   170
        assume "\<forall>i. infdist x A < 1 / real (Suc i)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   171
        hence "infdist x A < 1 / real (Suc n)" by auto
61609
77b453bd616f Coercion "real" now has type nat => real only and is no longer overloaded. Type class "real_of" is gone. Many duplicate theorems removed.
paulson <lp15@cam.ac.uk>
parents: 61284
diff changeset
   172
        ultimately show False by simp
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   173
      qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   174
      also have "M \<dots> = (INF n. emeasure M (?G (1 / real (Suc n))))"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   175
      proof (rule INF_emeasure_decseq[symmetric], safe)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   176
        fix i::nat
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   177
        from open_G[of "1 / real (Suc i)"]
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   178
        show "?G (1 / real (Suc i)) \<in> sets M" by (simp add: sb borel_open)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   179
      next
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   180
        show "decseq (\<lambda>i. {x. infdist x A < 1 / real (Suc i)})"
56544
b60d5d119489 made mult_pos_pos a simp rule
nipkow
parents: 56541
diff changeset
   181
          by (auto intro: less_trans intro!: divide_strict_left_mono
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   182
            simp: decseq_def le_eq_less_or_eq)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   183
      qed simp
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   184
      finally
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   185
      have "emeasure M A = (INF n. emeasure M {x. infdist x A < 1 / real (Suc n)})" .
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   186
      moreover
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   187
      have "\<dots> \<ge> (INF U\<in>{U. A \<subseteq> U \<and> open U}. emeasure M U)"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   188
      proof (intro INF_mono)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   189
        fix m
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   190
        have "?G (1 / real (Suc m)) \<in> {U. A \<subseteq> U \<and> open U}" using open_G by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   191
        moreover have "M (?G (1 / real (Suc m))) \<le> M (?G (1 / real (Suc m)))" by simp
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   192
        ultimately show "\<exists>U\<in>{U. A \<subseteq> U \<and> open U}.
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   193
          emeasure M U \<le> emeasure M {x. infdist x A < 1 / real (Suc m)}"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   194
          by blast
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   195
      qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   196
      moreover
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   197
      have "emeasure M A \<le> (INF U\<in>{U. A \<subseteq> U \<and> open U}. emeasure M U)"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   198
        by (rule INF_greatest) (auto intro!: emeasure_mono simp: sb)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   199
      ultimately show ?thesis by simp
51000
c9adb50f74ad use order topology for extended reals
hoelzl
parents: 50881
diff changeset
   200
    qed (auto intro!: INF_eqI)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   201
    note \<open>?inner A\<close> \<open>?outer A\<close> }
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   202
  note closed_in_D = this
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   203
  from \<open>B \<in> sets borel\<close>
61609
77b453bd616f Coercion "real" now has type nat => real only and is no longer overloaded. Type class "real_of" is gone. Many duplicate theorems removed.
paulson <lp15@cam.ac.uk>
parents: 61284
diff changeset
   204
  have "Int_stable (Collect closed)" "Collect closed \<subseteq> Pow UNIV" "B \<in> sigma_sets UNIV (Collect closed)"
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   205
    by (auto simp: Int_stable_def borel_eq_closed)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   206
  then show "?inner B" "?outer B"
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   207
  proof (induct B rule: sigma_sets_induct_disjoint)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   208
    case empty
51000
c9adb50f74ad use order topology for extended reals
hoelzl
parents: 50881
diff changeset
   209
    { case 1 show ?case by (intro SUP_eqI[symmetric]) auto }
c9adb50f74ad use order topology for extended reals
hoelzl
parents: 50881
diff changeset
   210
    { case 2 show ?case by (intro INF_eqI[symmetric]) (auto elim!: meta_allE[of _ "{}"]) }
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   211
  next
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   212
    case (basic B)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   213
    { case 1 from basic closed_in_D show ?case by auto }
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   214
    { case 2 from basic closed_in_D show ?case by auto }
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   215
  next
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   216
    case (compl B)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   217
    note inner = compl(2) and outer = compl(3)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   218
    from compl have [simp]: "B \<in> sets M" by (auto simp: sb borel_eq_closed)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   219
    case 2
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   220
    have "M (space M - B) = M (space M) - emeasure M B" by (auto simp: emeasure_compl)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   221
    also have "\<dots> = (INF K\<in>{K. K \<subseteq> B \<and> compact K}. M (space M) -  M K)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   222
      by (subst ennreal_SUP_const_minus) (auto simp: less_top[symmetric] inner)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   223
    also have "\<dots> = (INF U\<in>{U. U \<subseteq> B \<and> compact U}. M (space M - U))"
69661
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   224
      by (auto simp add: emeasure_compl sb compact_imp_closed)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   225
    also have "\<dots> \<ge> (INF U\<in>{U. U \<subseteq> B \<and> closed U}. M (space M - U))"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   226
      by (rule INF_superset_mono) (auto simp add: compact_imp_closed)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   227
    also have "(INF U\<in>{U. U \<subseteq> B \<and> closed U}. M (space M - U)) =
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   228
        (INF U\<in>{U. space M - B \<subseteq> U \<and> open U}. emeasure M U)"
69661
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   229
      apply (rule arg_cong [of _ _ Inf])
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   230
      using sU
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   231
      apply (auto simp add: image_iff)
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   232
      apply (rule exI [of _ "UNIV - y" for y])
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   233
      apply safe
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   234
        apply (auto simp add: double_diff)
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   235
      done
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   236
    finally have
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   237
      "(INF U\<in>{U. space M - B \<subseteq> U \<and> open U}. emeasure M U) \<le> emeasure M (space M - B)" .
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   238
    moreover have
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   239
      "(INF U\<in>{U. space M - B \<subseteq> U \<and> open U}. emeasure M U) \<ge> emeasure M (space M - B)"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   240
      by (auto simp: sb sU intro!: INF_greatest emeasure_mono)
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   241
    ultimately show ?case by (auto intro!: antisym simp: sets_eq_imp_space_eq[OF sb])
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   242
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   243
    case 1
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   244
    have "M (space M - B) = M (space M) - emeasure M B" by (auto simp: emeasure_compl)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   245
    also have "\<dots> = (SUP U\<in> {U. B \<subseteq> U \<and> open U}. M (space M) -  M U)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   246
      unfolding outer by (subst ennreal_INF_const_minus) auto
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   247
    also have "\<dots> = (SUP U\<in>{U. B \<subseteq> U \<and> open U}. M (space M - U))"
69661
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   248
      by (auto simp add: emeasure_compl sb compact_imp_closed)
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   249
    also have "\<dots> = (SUP K\<in>{K. K \<subseteq> space M - B \<and> closed K}. emeasure M K)"
62343
24106dc44def prefer abbreviations for compound operators INFIMUM and SUPREMUM
haftmann
parents: 61969
diff changeset
   250
      unfolding SUP_image [of _ "\<lambda>u. space M - u" _, symmetric, unfolded comp_def]
69661
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   251
      apply (rule arg_cong [of _ _ Sup])
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   252
      using sU apply (auto intro!: imageI)
a03a63b81f44 tuned proofs
haftmann
parents: 69260
diff changeset
   253
      done
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   254
    also have "\<dots> = (SUP K\<in>{K. K \<subseteq> space M - B \<and> compact K}. emeasure M K)"
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   255
    proof (safe intro!: antisym SUP_least)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   256
      fix K assume "closed K" "K \<subseteq> space M - B"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   257
      from closed_in_D[OF \<open>closed K\<close>]
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   258
      have K_inner: "emeasure M K = (SUP K\<in>{Ka. Ka \<subseteq> K \<and> compact Ka}. emeasure M K)" by simp
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   259
      show "emeasure M K \<le> (SUP K\<in>{K. K \<subseteq> space M - B \<and> compact K}. emeasure M K)"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   260
        unfolding K_inner using \<open>K \<subseteq> space M - B\<close>
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   261
        by (auto intro!: SUP_upper SUP_least)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   262
    qed (fastforce intro!: SUP_least SUP_upper simp: compact_imp_closed)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   263
    finally show ?case by (auto intro!: antisym simp: sets_eq_imp_space_eq[OF sb])
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   264
  next
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   265
    case (union D)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   266
    then have "range D \<subseteq> sets M" by (auto simp: sb borel_eq_closed)
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   267
    with union have M[symmetric]: "(\<Sum>i. M (D i)) = M (\<Union>i. D i)" by (intro suminf_emeasure)
61969
e01015e49041 more symbols;
wenzelm
parents: 61808
diff changeset
   268
    also have "(\<lambda>n. \<Sum>i<n. M (D i)) \<longlonglongrightarrow> (\<Sum>i. M (D i))"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   269
      by (intro summable_LIMSEQ) auto
61969
e01015e49041 more symbols;
wenzelm
parents: 61808
diff changeset
   270
    finally have measure_LIMSEQ: "(\<lambda>n. \<Sum>i<n. measure M (D i)) \<longlonglongrightarrow> measure M (\<Union>i. D i)"
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
   271
      by (simp add: emeasure_eq_measure sum_nonneg)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   272
    have "(\<Union>i. D i) \<in> sets M" using \<open>range D \<subseteq> sets M\<close> by auto
61609
77b453bd616f Coercion "real" now has type nat => real only and is no longer overloaded. Type class "real_of" is gone. Many duplicate theorems removed.
paulson <lp15@cam.ac.uk>
parents: 61284
diff changeset
   273
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   274
    case 1
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   275
    show ?case
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   276
    proof (rule approx_inner)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   277
      fix e::real assume "e > 0"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   278
      with measure_LIMSEQ
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   279
      have "\<exists>no. \<forall>n\<ge>no. \<bar>(\<Sum>i<n. measure M (D i)) -measure M (\<Union>x. D x)\<bar> < e/2"
60017
b785d6d06430 Overloading of ln and powr, but "approximation" no longer works for powr. Code generation also fails due to type ambiguity in scala.
paulson <lp15@cam.ac.uk>
parents: 59452
diff changeset
   280
        by (auto simp: lim_sequentially dist_real_def simp del: less_divide_eq_numeral1)
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   281
      hence "\<exists>n0. \<bar>(\<Sum>i<n0. measure M (D i)) - measure M (\<Union>x. D x)\<bar> < e/2" by auto
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   282
      then obtain n0 where n0: "\<bar>(\<Sum>i<n0. measure M (D i)) - measure M (\<Union>i. D i)\<bar> < e/2"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   283
        unfolding choice_iff by blast
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   284
      have "ennreal (\<Sum>i<n0. measure M (D i)) = (\<Sum>i<n0. M (D i))"
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
   285
        by (auto simp add: emeasure_eq_measure)
64267
b9a1486e79be setsum -> sum
nipkow
parents: 63627
diff changeset
   286
      also have "\<dots> \<le> (\<Sum>i. M (D i))" by (rule sum_le_suminf) auto
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   287
      also have "\<dots> = M (\<Union>i. D i)" by (simp add: M)
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   288
      also have "\<dots> = measure M (\<Union>i. D i)" by (simp add: emeasure_eq_measure)
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   289
      finally have n0: "measure M (\<Union>i. D i) - (\<Sum>i<n0. measure M (D i)) < e/2"
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
   290
        using n0 by (auto simp: sum_nonneg)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   291
      have "\<forall>i. \<exists>K. K \<subseteq> D i \<and> compact K \<and> emeasure M (D i) \<le> emeasure M K + e/(2*Suc n0)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   292
      proof
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   293
        fix i
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   294
        from \<open>0 < e\<close> have "0 < e/(2*Suc n0)" by simp
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   295
        have "emeasure M (D i) = (SUP K\<in>{K. K \<subseteq> (D i) \<and> compact K}. emeasure M K)"
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   296
          using union by blast
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   297
        from SUP_approx_ennreal[OF \<open>0 < e/(2*Suc n0)\<close> _ this]
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   298
        show "\<exists>K. K \<subseteq> D i \<and> compact K \<and> emeasure M (D i) \<le> emeasure M K + e/(2*Suc n0)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   299
          by (auto simp: emeasure_eq_measure intro: less_imp_le compact_empty)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   300
      qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   301
      then obtain K where K: "\<And>i. K i \<subseteq> D i" "\<And>i. compact (K i)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   302
        "\<And>i. emeasure M (D i) \<le> emeasure M (K i) + e/(2*Suc n0)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   303
        unfolding choice_iff by blast
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   304
      let ?K = "\<Union>i\<in>{..<n0}. K i"
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   305
      have "disjoint_family_on K {..<n0}" using K \<open>disjoint_family D\<close>
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   306
        unfolding disjoint_family_on_def by blast
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   307
      hence mK: "measure M ?K = (\<Sum>i<n0. measure M (K i))" using K
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   308
        by (intro finite_measure_finite_Union) (auto simp: sb compact_imp_closed)
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   309
      have "measure M (\<Union>i. D i) < (\<Sum>i<n0. measure M (D i)) + e/2" using n0 by simp
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   310
      also have "(\<Sum>i<n0. measure M (D i)) \<le> (\<Sum>i<n0. measure M (K i) + e/(2*Suc n0))"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   311
        using K \<open>0 < e\<close>
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   312
        by (auto intro: sum_mono simp: emeasure_eq_measure simp flip: ennreal_plus)
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   313
      also have "\<dots> = (\<Sum>i<n0. measure M (K i)) + (\<Sum>i<n0. e/(2*Suc n0))"
64267
b9a1486e79be setsum -> sum
nipkow
parents: 63627
diff changeset
   314
        by (simp add: sum.distrib)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   315
      also have "\<dots> \<le> (\<Sum>i<n0. measure M (K i)) +  e / 2" using \<open>0 < e\<close>
61609
77b453bd616f Coercion "real" now has type nat => real only and is no longer overloaded. Type class "real_of" is gone. Many duplicate theorems removed.
paulson <lp15@cam.ac.uk>
parents: 61284
diff changeset
   316
        by (auto simp: field_simps intro!: mult_left_mono)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   317
      finally
56193
c726ecfb22b6 cleanup Series: sorted according to typeclass hierarchy, use {..<_} instead of {0..<_}
hoelzl
parents: 56166
diff changeset
   318
      have "measure M (\<Union>i. D i) < (\<Sum>i<n0. measure M (K i)) + e / 2 + e / 2"
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   319
        by auto
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   320
      hence "M (\<Union>i. D i) < M ?K + e"
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   321
        using \<open>0<e\<close> by (auto simp: mK emeasure_eq_measure sum_nonneg ennreal_less_iff simp flip: ennreal_plus)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   322
      moreover
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   323
      have "?K \<subseteq> (\<Union>i. D i)" using K by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   324
      moreover
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   325
      have "compact ?K" using K by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   326
      ultimately
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   327
      have "?K\<subseteq>(\<Union>i. D i) \<and> compact ?K \<and> emeasure M (\<Union>i. D i) \<le> emeasure M ?K + ennreal e" by simp
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   328
      thus "\<exists>K\<subseteq>\<Union>i. D i. compact K \<and> emeasure M (\<Union>i. D i) \<le> emeasure M K + ennreal e" ..
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   329
    qed fact
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   330
    case 2
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   331
    show ?case
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   332
    proof (rule approx_outer[OF \<open>(\<Union>i. D i) \<in> sets M\<close>])
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   333
      fix e::real assume "e > 0"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   334
      have "\<forall>i::nat. \<exists>U. D i \<subseteq> U \<and> open U \<and> e/(2 powr Suc i) > emeasure M U - emeasure M (D i)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   335
      proof
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   336
        fix i::nat
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   337
        from \<open>0 < e\<close> have "0 < e/(2 powr Suc i)" by simp
69260
0a9688695a1b removed relics of ASCII syntax for indexed big operators
haftmann
parents: 69173
diff changeset
   338
        have "emeasure M (D i) = (INF U\<in>{U. (D i) \<subseteq> U \<and> open U}. emeasure M U)"
50125
4319691be975 tuned: use induction rule sigma_sets_induct_disjoint
hoelzl
parents: 50089
diff changeset
   339
          using union by blast
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   340
        from INF_approx_ennreal[OF \<open>0 < e/(2 powr Suc i)\<close> this]
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   341
        show "\<exists>U. D i \<subseteq> U \<and> open U \<and> e/(2 powr Suc i) > emeasure M U - emeasure M (D i)"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   342
          using \<open>0<e\<close>
68046
6aba668aea78 new simp modifier: reorient
nipkow
parents: 64267
diff changeset
   343
          by (auto simp: emeasure_eq_measure sum_nonneg ennreal_less_iff ennreal_minus
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   344
                         finite_measure_mono sb
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   345
                   simp flip: ennreal_plus)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   346
      qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   347
      then obtain U where U: "\<And>i. D i \<subseteq> U i" "\<And>i. open (U i)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   348
        "\<And>i. e/(2 powr Suc i) > emeasure M (U i) - emeasure M (D i)"
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   349
        unfolding choice_iff by blast
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   350
      let ?U = "\<Union>i. U i"
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   351
      have "ennreal (measure M ?U - measure M (\<Union>i. D i)) = M ?U - M (\<Union>i. D i)"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   352
        using U(1,2)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   353
        by (subst ennreal_minus[symmetric])
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
   354
           (auto intro!: finite_measure_mono simp: sb emeasure_eq_measure)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   355
      also have "\<dots> = M (?U - (\<Union>i. D i))" using U  \<open>(\<Union>i. D i) \<in> sets M\<close>
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   356
        by (subst emeasure_Diff) (auto simp: sb)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   357
      also have "\<dots> \<le> M (\<Union>i. U i - D i)" using U  \<open>range D \<subseteq> sets M\<close>
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50125
diff changeset
   358
        by (intro emeasure_mono) (auto simp: sb intro!: sets.countable_nat_UN sets.Diff)
61808
fc1556774cfe isabelle update_cartouches -c -t;
wenzelm
parents: 61609
diff changeset
   359
      also have "\<dots> \<le> (\<Sum>i. M (U i - D i))" using U  \<open>range D \<subseteq> sets M\<close>
50244
de72bbe42190 qualified interpretation of sigma_algebra, to avoid name clashes
immler
parents: 50125
diff changeset
   360
        by (intro emeasure_subadditive_countably) (auto intro!: sets.Diff simp: sb)
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   361
      also have "\<dots> \<le> (\<Sum>i. ennreal e/(2 powr Suc i))" using U \<open>range D \<subseteq> sets M\<close>
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   362
        using \<open>0<e\<close>
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   363
        by (intro suminf_le, subst emeasure_Diff)
71633
07bec530f02e cleaned proofs
nipkow
parents: 69739
diff changeset
   364
           (auto simp: emeasure_Diff emeasure_eq_measure sb ennreal_minus
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   365
                       finite_measure_mono divide_ennreal ennreal_less_iff
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   366
                 intro: less_imp_le)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   367
      also have "\<dots> \<le> (\<Sum>n. ennreal (e * (1 / 2) ^ Suc n))"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   368
        using \<open>0<e\<close>
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   369
        by (simp add: powr_minus powr_realpow field_simps divide_ennreal del: of_nat_Suc)
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   370
      also have "\<dots> = ennreal e * (\<Sum>n. ennreal ((1 / 2) ^  Suc n))"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   371
        unfolding ennreal_power[symmetric]
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   372
        using \<open>0 < e\<close>
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   373
        by (simp add: ac_simps ennreal_mult' divide_ennreal[symmetric] divide_ennreal_def
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   374
                      ennreal_power[symmetric])
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   375
      also have "\<dots> = ennreal e"
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   376
        by (subst suminf_ennreal_eq[OF zero_le_power power_half_series]) auto
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   377
      finally have "emeasure M ?U \<le> emeasure M (\<Union>i. D i) + ennreal e"
68403
223172b97d0b reorient -> split; documented split
nipkow
parents: 68046
diff changeset
   378
        using \<open>0<e\<close> by (simp add: emeasure_eq_measure flip: ennreal_plus)
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   379
      moreover
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   380
      have "(\<Union>i. D i) \<subseteq> ?U" using U by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   381
      moreover
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   382
      have "open ?U" using U by auto
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   383
      ultimately
62975
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   384
      have "(\<Union>i. D i) \<subseteq> ?U \<and> open ?U \<and> emeasure M ?U \<le> emeasure M (\<Union>i. D i) + ennreal e" by simp
1d066f6ab25d Probability: move emeasure and nn_integral from ereal to ennreal
hoelzl
parents: 62533
diff changeset
   385
      thus "\<exists>B. (\<Union>i. D i) \<subseteq> B \<and> open B \<and> emeasure M B \<le> emeasure M (\<Union>i. D i) + ennreal e" ..
50087
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   386
    qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   387
  qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   388
qed
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   389
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   390
end
635d73673b5e regularity of measures, therefore:
immler
parents:
diff changeset
   391