src/HOL/Probability/Caratheodory.thy
changeset 38656 d5d342611edb
parent 37591 d3daea901123
child 39096 111756225292
equal deleted inserted replaced
38655:5001ed24e129 38656:d5d342611edb
     1 header {*Caratheodory Extension Theorem*}
     1 header {*Caratheodory Extension Theorem*}
     2 
     2 
     3 theory Caratheodory
     3 theory Caratheodory
     4   imports Sigma_Algebra SeriesPlus
     4   imports Sigma_Algebra Positive_Infinite_Real
     5 begin
     5 begin
     6 
     6 
     7 text{*From the Hurd/Coble measure theory development, translated by Lawrence Paulson.*}
     7 text{*From the Hurd/Coble measure theory development, translated by Lawrence Paulson.*}
     8 
     8 
     9 subsection {* Measure Spaces *}
     9 subsection {* Measure Spaces *}
    10 
    10 
    11 text {*A measure assigns a nonnegative real to every measurable set. 
    11 definition "positive f \<longleftrightarrow> f {} = (0::pinfreal)" -- "Positive is enforced by the type"
    12        It is countably additive for disjoint sets.*}
       
    13 
       
    14 record 'a measure_space = "'a algebra" +
       
    15   measure:: "'a set \<Rightarrow> real"
       
    16 
       
    17 definition
       
    18   disjoint_family_on  where
       
    19   "disjoint_family_on A S \<longleftrightarrow> (\<forall>m\<in>S. \<forall>n\<in>S. m \<noteq> n \<longrightarrow> A m \<inter> A n = {})"
       
    20 
       
    21 abbreviation
       
    22   "disjoint_family A \<equiv> disjoint_family_on A UNIV"
       
    23 
       
    24 definition
       
    25   positive  where
       
    26   "positive M f \<longleftrightarrow> f {} = (0::real) & (\<forall>x \<in> sets M. 0 \<le> f x)"
       
    27 
    12 
    28 definition
    13 definition
    29   additive  where
    14   additive  where
    30   "additive M f \<longleftrightarrow> 
    15   "additive M f \<longleftrightarrow>
    31     (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<inter> y = {} 
    16     (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<inter> y = {}
    32     \<longrightarrow> f (x \<union> y) = f x + f y)"
    17     \<longrightarrow> f (x \<union> y) = f x + f y)"
    33 
    18 
    34 definition
    19 definition
    35   countably_additive  where
    20   countably_additive  where
    36   "countably_additive M f \<longleftrightarrow> 
    21   "countably_additive M f \<longleftrightarrow>
    37     (\<forall>A. range A \<subseteq> sets M \<longrightarrow> 
    22     (\<forall>A. range A \<subseteq> sets M \<longrightarrow>
    38          disjoint_family A \<longrightarrow>
    23          disjoint_family A \<longrightarrow>
    39          (\<Union>i. A i) \<in> sets M \<longrightarrow> 
    24          (\<Union>i. A i) \<in> sets M \<longrightarrow>
    40          (\<lambda>n. f (A n))  sums  f (\<Union>i. A i))"
    25          (\<Sum>\<^isub>\<infinity> n. f (A n)) = f (\<Union>i. A i))"
    41 
    26 
    42 definition
    27 definition
    43   increasing  where
    28   increasing  where
    44   "increasing M f \<longleftrightarrow> (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<subseteq> y \<longrightarrow> f x \<le> f y)"
    29   "increasing M f \<longleftrightarrow> (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<subseteq> y \<longrightarrow> f x \<le> f y)"
    45 
    30 
    46 definition
    31 definition
    47   subadditive  where
    32   subadditive  where
    48   "subadditive M f \<longleftrightarrow> 
    33   "subadditive M f \<longleftrightarrow>
    49     (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<inter> y = {} 
    34     (\<forall>x \<in> sets M. \<forall>y \<in> sets M. x \<inter> y = {}
    50     \<longrightarrow> f (x \<union> y) \<le> f x + f y)"
    35     \<longrightarrow> f (x \<union> y) \<le> f x + f y)"
    51 
    36 
    52 definition
    37 definition
    53   countably_subadditive  where
    38   countably_subadditive  where
    54   "countably_subadditive M f \<longleftrightarrow> 
    39   "countably_subadditive M f \<longleftrightarrow>
    55     (\<forall>A. range A \<subseteq> sets M \<longrightarrow> 
    40     (\<forall>A. range A \<subseteq> sets M \<longrightarrow>
    56          disjoint_family A \<longrightarrow>
    41          disjoint_family A \<longrightarrow>
    57          (\<Union>i. A i) \<in> sets M \<longrightarrow> 
    42          (\<Union>i. A i) \<in> sets M \<longrightarrow>
    58          summable (f o A) \<longrightarrow>
    43          f (\<Union>i. A i) \<le> psuminf (\<lambda>n. f (A n)))"
    59          f (\<Union>i. A i) \<le> suminf (\<lambda>n. f (A n)))"
       
    60 
    44 
    61 definition
    45 definition
    62   lambda_system where
    46   lambda_system where
    63   "lambda_system M f = 
    47   "lambda_system M f =
    64     {l. l \<in> sets M & (\<forall>x \<in> sets M. f (l \<inter> x) + f ((space M - l) \<inter> x) = f x)}"
    48     {l. l \<in> sets M & (\<forall>x \<in> sets M. f (l \<inter> x) + f ((space M - l) \<inter> x) = f x)}"
    65 
    49 
    66 definition
    50 definition
    67   outer_measure_space where
    51   outer_measure_space where
    68   "outer_measure_space M f  \<longleftrightarrow> 
    52   "outer_measure_space M f  \<longleftrightarrow>
    69      positive M f & increasing M f & countably_subadditive M f"
    53      positive f \<and> increasing M f \<and> countably_subadditive M f"
    70 
    54 
    71 definition
    55 definition
    72   measure_set where
    56   measure_set where
    73   "measure_set M f X =
    57   "measure_set M f X =
    74      {r . \<exists>A. range A \<subseteq> sets M & disjoint_family A & X \<subseteq> (\<Union>i. A i) & (f \<circ> A) sums r}"
    58      {r . \<exists>A. range A \<subseteq> sets M \<and> disjoint_family A \<and> X \<subseteq> (\<Union>i. A i) \<and> (\<Sum>\<^isub>\<infinity> i. f (A i)) = r}"
    75 
       
    76 
    59 
    77 locale measure_space = sigma_algebra +
    60 locale measure_space = sigma_algebra +
    78   assumes positive: "!!a. a \<in> sets M \<Longrightarrow> 0 \<le> measure M a"
    61   fixes \<mu> :: "'a set \<Rightarrow> pinfreal"
    79       and empty_measure [simp]: "measure M {} = (0::real)"
    62   assumes empty_measure [simp]: "\<mu> {} = 0"
    80       and ca: "countably_additive M (measure M)"
    63       and ca: "countably_additive M \<mu>"
    81 
       
    82 subsection {* Basic Lemmas *}
       
    83 
       
    84 lemma positive_imp_0: "positive M f \<Longrightarrow> f {} = 0"
       
    85   by (simp add: positive_def) 
       
    86 
       
    87 lemma positive_imp_pos: "positive M f \<Longrightarrow> x \<in> sets M \<Longrightarrow> 0 \<le> f x"
       
    88   by (simp add: positive_def) 
       
    89 
    64 
    90 lemma increasingD:
    65 lemma increasingD:
    91      "increasing M f \<Longrightarrow> x \<subseteq> y \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M \<Longrightarrow> f x \<le> f y"
    66      "increasing M f \<Longrightarrow> x \<subseteq> y \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M \<Longrightarrow> f x \<le> f y"
    92   by (auto simp add: increasing_def)
    67   by (auto simp add: increasing_def)
    93 
    68 
    94 lemma subadditiveD:
    69 lemma subadditiveD:
    95      "subadditive M f \<Longrightarrow> x \<inter> y = {} \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M 
    70      "subadditive M f \<Longrightarrow> x \<inter> y = {} \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M
    96       \<Longrightarrow> f (x \<union> y) \<le> f x + f y"
    71       \<Longrightarrow> f (x \<union> y) \<le> f x + f y"
    97   by (auto simp add: subadditive_def)
    72   by (auto simp add: subadditive_def)
    98 
    73 
    99 lemma additiveD:
    74 lemma additiveD:
   100      "additive M f \<Longrightarrow> x \<inter> y = {} \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M 
    75      "additive M f \<Longrightarrow> x \<inter> y = {} \<Longrightarrow> x\<in>sets M \<Longrightarrow> y\<in>sets M
   101       \<Longrightarrow> f (x \<union> y) = f x + f y"
    76       \<Longrightarrow> f (x \<union> y) = f x + f y"
   102   by (auto simp add: additive_def)
    77   by (auto simp add: additive_def)
   103 
    78 
   104 lemma countably_additiveD:
    79 lemma countably_additiveD:
   105   "countably_additive M f \<Longrightarrow> range A \<subseteq> sets M \<Longrightarrow> disjoint_family A
    80   "countably_additive M f \<Longrightarrow> range A \<subseteq> sets M \<Longrightarrow> disjoint_family A
   106    \<Longrightarrow> (\<Union>i. A i) \<in> sets M \<Longrightarrow> (\<lambda>n. f (A n))  sums  f (\<Union>i. A i)"
    81    \<Longrightarrow> (\<Union>i. A i) \<in> sets M \<Longrightarrow> (\<Sum>\<^isub>\<infinity> n. f (A n)) = f (\<Union>i. A i)"
   107   by (simp add: countably_additive_def)
    82   by (simp add: countably_additive_def)
   108 
    83 
   109 lemma Int_Diff_disjoint: "A \<inter> B \<inter> (A - B) = {}"
    84 section "Extend binary sets"
   110   by blast
       
   111 
       
   112 lemma Int_Diff_Un: "A \<inter> B \<union> (A - B) = A"
       
   113   by blast
       
   114 
       
   115 lemma disjoint_family_subset:
       
   116      "disjoint_family A \<Longrightarrow> (!!x. B x \<subseteq> A x) \<Longrightarrow> disjoint_family B"
       
   117   by (force simp add: disjoint_family_on_def)
       
   118 
       
   119 subsection {* A Two-Element Series *}
       
   120 
       
   121 definition binaryset :: "'a set \<Rightarrow> 'a set \<Rightarrow> nat \<Rightarrow> 'a set "
       
   122   where "binaryset A B = (\<lambda>\<^isup>x. {})(0 := A, Suc 0 := B)"
       
   123 
       
   124 lemma range_binaryset_eq: "range(binaryset A B) = {A,B,{}}"
       
   125   apply (simp add: binaryset_def)
       
   126   apply (rule set_ext)
       
   127   apply (auto simp add: image_iff)
       
   128   done
       
   129 
       
   130 lemma UN_binaryset_eq: "(\<Union>i. binaryset A B i) = A \<union> B"
       
   131   by (simp add: UNION_eq_Union_image range_binaryset_eq)
       
   132 
    85 
   133 lemma LIMSEQ_binaryset:
    86 lemma LIMSEQ_binaryset:
   134   assumes f: "f {} = 0"
    87   assumes f: "f {} = 0"
   135   shows  "(\<lambda>n. \<Sum>i = 0..<n. f (binaryset A B i)) ----> f A + f B"
    88   shows  "(\<lambda>n. \<Sum>i = 0..<n. f (binaryset A B i)) ----> f A + f B"
   136 proof -
    89 proof -
   151 qed
   104 qed
   152 
   105 
   153 lemma binaryset_sums:
   106 lemma binaryset_sums:
   154   assumes f: "f {} = 0"
   107   assumes f: "f {} = 0"
   155   shows  "(\<lambda>n. f (binaryset A B n)) sums (f A + f B)"
   108   shows  "(\<lambda>n. f (binaryset A B n)) sums (f A + f B)"
   156     by (simp add: sums_def LIMSEQ_binaryset [where f=f, OF f]) 
   109     by (simp add: sums_def LIMSEQ_binaryset [where f=f, OF f])
   157 
   110 
   158 lemma suminf_binaryset_eq:
   111 lemma suminf_binaryset_eq:
   159      "f {} = 0 \<Longrightarrow> suminf (\<lambda>n. f (binaryset A B n)) = f A + f B"
   112      "f {} = 0 \<Longrightarrow> suminf (\<lambda>n. f (binaryset A B n)) = f A + f B"
   160   by (metis binaryset_sums sums_unique)
   113   by (metis binaryset_sums sums_unique)
   161 
   114 
       
   115 lemma binaryset_psuminf:
       
   116   assumes "f {} = 0"
       
   117   shows "(\<Sum>\<^isub>\<infinity> n. f (binaryset A B n)) = f A + f B" (is "?suminf = ?sum")
       
   118 proof -
       
   119   have *: "{..<2} = {0, 1::nat}" by auto
       
   120   have "\<forall>n\<ge>2. f (binaryset A B n) = 0"
       
   121     unfolding binaryset_def
       
   122     using assms by auto
       
   123   hence "?suminf = (\<Sum>N<2. f (binaryset A B N))"
       
   124     by (rule psuminf_finite)
       
   125   also have "... = ?sum" unfolding * binaryset_def
       
   126     by simp
       
   127   finally show ?thesis .
       
   128 qed
   162 
   129 
   163 subsection {* Lambda Systems *}
   130 subsection {* Lambda Systems *}
   164 
   131 
   165 lemma (in algebra) lambda_system_eq:
   132 lemma (in algebra) lambda_system_eq:
   166     "lambda_system M f = 
   133     "lambda_system M f =
   167         {l. l \<in> sets M & (\<forall>x \<in> sets M. f (x \<inter> l) + f (x - l) = f x)}"
   134         {l. l \<in> sets M & (\<forall>x \<in> sets M. f (x \<inter> l) + f (x - l) = f x)}"
   168 proof -
   135 proof -
   169   have [simp]: "!!l x. l \<in> sets M \<Longrightarrow> x \<in> sets M \<Longrightarrow> (space M - l) \<inter> x = x - l"
   136   have [simp]: "!!l x. l \<in> sets M \<Longrightarrow> x \<in> sets M \<Longrightarrow> (space M - l) \<inter> x = x - l"
   170     by (metis Int_Diff Int_absorb1 Int_commute sets_into_space)
   137     by (metis Int_Diff Int_absorb1 Int_commute sets_into_space)
   171   show ?thesis
   138   show ?thesis
   172     by (auto simp add: lambda_system_def) (metis Int_commute)+
   139     by (auto simp add: lambda_system_def) (metis Int_commute)+
   173 qed
   140 qed
   174 
   141 
   175 lemma (in algebra) lambda_system_empty:
   142 lemma (in algebra) lambda_system_empty:
   176     "positive M f \<Longrightarrow> {} \<in> lambda_system M f"
   143   "positive f \<Longrightarrow> {} \<in> lambda_system M f"
   177   by (auto simp add: positive_def lambda_system_eq) 
   144   by (auto simp add: positive_def lambda_system_eq)
   178 
   145 
   179 lemma lambda_system_sets:
   146 lemma lambda_system_sets:
   180     "x \<in> lambda_system M f \<Longrightarrow> x \<in> sets M"
   147     "x \<in> lambda_system M f \<Longrightarrow> x \<in> sets M"
   181   by (simp add:  lambda_system_def)
   148   by (simp add:  lambda_system_def)
   182 
   149 
   183 lemma (in algebra) lambda_system_Compl:
   150 lemma (in algebra) lambda_system_Compl:
   184   fixes f:: "'a set \<Rightarrow> real"
   151   fixes f:: "'a set \<Rightarrow> pinfreal"
   185   assumes x: "x \<in> lambda_system M f"
   152   assumes x: "x \<in> lambda_system M f"
   186   shows "space M - x \<in> lambda_system M f"
   153   shows "space M - x \<in> lambda_system M f"
   187   proof -
   154   proof -
   188     have "x \<subseteq> space M"
   155     have "x \<subseteq> space M"
   189       by (metis sets_into_space lambda_system_sets x)
   156       by (metis sets_into_space lambda_system_sets x)
   190     hence "space M - (space M - x) = x"
   157     hence "space M - (space M - x) = x"
   191       by (metis double_diff equalityE) 
   158       by (metis double_diff equalityE)
   192     with x show ?thesis
   159     with x show ?thesis
   193       by (force simp add: lambda_system_def)
   160       by (force simp add: lambda_system_def ac_simps)
   194   qed
   161   qed
   195 
   162 
   196 lemma (in algebra) lambda_system_Int:
   163 lemma (in algebra) lambda_system_Int:
   197   fixes f:: "'a set \<Rightarrow> real"
   164   fixes f:: "'a set \<Rightarrow> pinfreal"
   198   assumes xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   165   assumes xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   199   shows "x \<inter> y \<in> lambda_system M f"
   166   shows "x \<inter> y \<in> lambda_system M f"
   200   proof -
   167   proof -
   201     from xl yl show ?thesis
   168     from xl yl show ?thesis
   202       proof (auto simp add: positive_def lambda_system_eq Int)
   169       proof (auto simp add: positive_def lambda_system_eq Int)
   211         moreover
   178         moreover
   212         have "u - x \<inter> y - y = u - y" by blast
   179         have "u - x \<inter> y - y = u - y" by blast
   213         ultimately
   180         ultimately
   214         have ey: "f (u - x \<inter> y) = f (u \<inter> y - x) + f (u - y)" using fy
   181         have ey: "f (u - x \<inter> y) = f (u \<inter> y - x) + f (u - y)" using fy
   215           by force
   182           by force
   216         have "f (u \<inter> (x \<inter> y)) + f (u - x \<inter> y) 
   183         have "f (u \<inter> (x \<inter> y)) + f (u - x \<inter> y)
   217               = (f (u \<inter> (x \<inter> y)) + f (u \<inter> y - x)) + f (u - y)"
   184               = (f (u \<inter> (x \<inter> y)) + f (u \<inter> y - x)) + f (u - y)"
   218           by (simp add: ey) 
   185           by (simp add: ey ac_simps)
   219         also have "... =  (f ((u \<inter> y) \<inter> x) + f (u \<inter> y - x)) + f (u - y)"
   186         also have "... =  (f ((u \<inter> y) \<inter> x) + f (u \<inter> y - x)) + f (u - y)"
   220           by (simp add: Int_ac) 
   187           by (simp add: Int_ac)
   221         also have "... = f (u \<inter> y) + f (u - y)"
   188         also have "... = f (u \<inter> y) + f (u - y)"
   222           using fx [THEN bspec, of "u \<inter> y"] Int y u
   189           using fx [THEN bspec, of "u \<inter> y"] Int y u
   223           by force
   190           by force
   224         also have "... = f u"
   191         also have "... = f u"
   225           by (metis fy u) 
   192           by (metis fy u)
   226         finally show "f (u \<inter> (x \<inter> y)) + f (u - x \<inter> y) = f u" .
   193         finally show "f (u \<inter> (x \<inter> y)) + f (u - x \<inter> y) = f u" .
   227       qed
   194       qed
   228   qed
   195   qed
   229 
   196 
   230 
   197 
   231 lemma (in algebra) lambda_system_Un:
   198 lemma (in algebra) lambda_system_Un:
   232   fixes f:: "'a set \<Rightarrow> real"
   199   fixes f:: "'a set \<Rightarrow> pinfreal"
   233   assumes xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   200   assumes xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   234   shows "x \<union> y \<in> lambda_system M f"
   201   shows "x \<union> y \<in> lambda_system M f"
   235 proof -
   202 proof -
   236   have "(space M - x) \<inter> (space M - y) \<in> sets M"
   203   have "(space M - x) \<inter> (space M - y) \<in> sets M"
   237     by (metis Diff_Un Un compl_sets lambda_system_sets xl yl) 
   204     by (metis Diff_Un Un compl_sets lambda_system_sets xl yl)
   238   moreover
   205   moreover
   239   have "x \<union> y = space M - ((space M - x) \<inter> (space M - y))"
   206   have "x \<union> y = space M - ((space M - x) \<inter> (space M - y))"
   240     by auto  (metis subsetD lambda_system_sets sets_into_space xl yl)+
   207     by auto  (metis subsetD lambda_system_sets sets_into_space xl yl)+
   241   ultimately show ?thesis
   208   ultimately show ?thesis
   242     by (metis lambda_system_Compl lambda_system_Int xl yl) 
   209     by (metis lambda_system_Compl lambda_system_Int xl yl)
   243 qed
   210 qed
   244 
   211 
   245 lemma (in algebra) lambda_system_algebra:
   212 lemma (in algebra) lambda_system_algebra:
   246     "positive M f \<Longrightarrow> algebra (M (|sets := lambda_system M f|))"
   213   "positive f \<Longrightarrow> algebra (M (|sets := lambda_system M f|))"
   247   apply (auto simp add: algebra_def) 
   214   apply (auto simp add: algebra_def)
   248   apply (metis lambda_system_sets set_mp sets_into_space)
   215   apply (metis lambda_system_sets set_mp sets_into_space)
   249   apply (metis lambda_system_empty)
   216   apply (metis lambda_system_empty)
   250   apply (metis lambda_system_Compl)
   217   apply (metis lambda_system_Compl)
   251   apply (metis lambda_system_Un) 
   218   apply (metis lambda_system_Un)
   252   done
   219   done
   253 
   220 
   254 lemma (in algebra) lambda_system_strong_additive:
   221 lemma (in algebra) lambda_system_strong_additive:
   255   assumes z: "z \<in> sets M" and disj: "x \<inter> y = {}"
   222   assumes z: "z \<in> sets M" and disj: "x \<inter> y = {}"
   256       and xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   223       and xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   257   shows "f (z \<inter> (x \<union> y)) = f (z \<inter> x) + f (z \<inter> y)"
   224   shows "f (z \<inter> (x \<union> y)) = f (z \<inter> x) + f (z \<inter> y)"
   258   proof -
   225   proof -
   259     have "z \<inter> x = (z \<inter> (x \<union> y)) \<inter> x" using disj by blast
   226     have "z \<inter> x = (z \<inter> (x \<union> y)) \<inter> x" using disj by blast
   260     moreover
   227     moreover
   261     have "z \<inter> y = (z \<inter> (x \<union> y)) - x" using disj by blast
   228     have "z \<inter> y = (z \<inter> (x \<union> y)) - x" using disj by blast
   262     moreover 
   229     moreover
   263     have "(z \<inter> (x \<union> y)) \<in> sets M"
   230     have "(z \<inter> (x \<union> y)) \<in> sets M"
   264       by (metis Int Un lambda_system_sets xl yl z) 
   231       by (metis Int Un lambda_system_sets xl yl z)
   265     ultimately show ?thesis using xl yl
   232     ultimately show ?thesis using xl yl
   266       by (simp add: lambda_system_eq)
   233       by (simp add: lambda_system_eq)
   267   qed
   234   qed
   268 
       
   269 lemma (in algebra) Int_space_eq1 [simp]: "x \<in> sets M \<Longrightarrow> space M \<inter> x = x"
       
   270   by (metis Int_absorb1 sets_into_space)
       
   271 
       
   272 lemma (in algebra) Int_space_eq2 [simp]: "x \<in> sets M \<Longrightarrow> x \<inter> space M = x"
       
   273   by (metis Int_absorb2 sets_into_space)
       
   274 
   235 
   275 lemma (in algebra) lambda_system_additive:
   236 lemma (in algebra) lambda_system_additive:
   276      "additive (M (|sets := lambda_system M f|)) f"
   237      "additive (M (|sets := lambda_system M f|)) f"
   277   proof (auto simp add: additive_def)
   238   proof (auto simp add: additive_def)
   278     fix x and y
   239     fix x and y
   279     assume disj: "x \<inter> y = {}"
   240     assume disj: "x \<inter> y = {}"
   280        and xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   241        and xl: "x \<in> lambda_system M f" and yl: "y \<in> lambda_system M f"
   281     hence  "x \<in> sets M" "y \<in> sets M" by (blast intro: lambda_system_sets)+
   242     hence  "x \<in> sets M" "y \<in> sets M" by (blast intro: lambda_system_sets)+
   282     thus "f (x \<union> y) = f x + f y" 
   243     thus "f (x \<union> y) = f x + f y"
   283       using lambda_system_strong_additive [OF top disj xl yl]
   244       using lambda_system_strong_additive [OF top disj xl yl]
   284       by (simp add: Un)
   245       by (simp add: Un)
   285   qed
   246   qed
   286 
   247 
   287 
   248 
   288 lemma (in algebra) countably_subadditive_subadditive:
   249 lemma (in algebra) countably_subadditive_subadditive:
   289   assumes f: "positive M f" and cs: "countably_subadditive M f"
   250   assumes f: "positive f" and cs: "countably_subadditive M f"
   290   shows  "subadditive M f"
   251   shows  "subadditive M f"
   291 proof (auto simp add: subadditive_def)
   252 proof (auto simp add: subadditive_def)
   292   fix x y
   253   fix x y
   293   assume x: "x \<in> sets M" and y: "y \<in> sets M" and "x \<inter> y = {}"
   254   assume x: "x \<in> sets M" and y: "y \<in> sets M" and "x \<inter> y = {}"
   294   hence "disjoint_family (binaryset x y)"
   255   hence "disjoint_family (binaryset x y)"
   295     by (auto simp add: disjoint_family_on_def binaryset_def)
   256     by (auto simp add: disjoint_family_on_def binaryset_def)
   296   hence "range (binaryset x y) \<subseteq> sets M \<longrightarrow>
   257   hence "range (binaryset x y) \<subseteq> sets M \<longrightarrow>
   297          (\<Union>i. binaryset x y i) \<in> sets M \<longrightarrow>
   258          (\<Union>i. binaryset x y i) \<in> sets M \<longrightarrow>
   298          summable (f o (binaryset x y)) \<longrightarrow>
   259          f (\<Union>i. binaryset x y i) \<le> (\<Sum>\<^isub>\<infinity> n. f (binaryset x y n))"
   299          f (\<Union>i. binaryset x y i) \<le> suminf (\<lambda>n. f (binaryset x y n))"
       
   300     using cs by (simp add: countably_subadditive_def)
   260     using cs by (simp add: countably_subadditive_def)
   301   hence "{x,y,{}} \<subseteq> sets M \<longrightarrow> x \<union> y \<in> sets M \<longrightarrow>
   261   hence "{x,y,{}} \<subseteq> sets M \<longrightarrow> x \<union> y \<in> sets M \<longrightarrow>
   302          summable (f o (binaryset x y)) \<longrightarrow>
   262          f (x \<union> y) \<le> (\<Sum>\<^isub>\<infinity> n. f (binaryset x y n))"
   303          f (x \<union> y) \<le> suminf (\<lambda>n. f (binaryset x y n))"
       
   304     by (simp add: range_binaryset_eq UN_binaryset_eq)
   263     by (simp add: range_binaryset_eq UN_binaryset_eq)
   305   thus "f (x \<union> y) \<le>  f x + f y" using f x y binaryset_sums
   264   thus "f (x \<union> y) \<le>  f x + f y" using f x y
   306     by (auto simp add: Un sums_iff positive_def o_def)
   265     by (auto simp add: Un o_def binaryset_psuminf positive_def)
   307 qed
   266 qed
   308 
   267 
   309 
   268 lemma (in algebra) additive_sum:
   310 definition disjointed :: "(nat \<Rightarrow> 'a set) \<Rightarrow> nat \<Rightarrow> 'a set "
   269   fixes A:: "nat \<Rightarrow> 'a set"
   311   where "disjointed A n = A n - (\<Union>i\<in>{0..<n}. A i)"
   270   assumes f: "positive f" and ad: "additive M f"
   312 
   271       and A: "range A \<subseteq> sets M"
   313 lemma finite_UN_disjointed_eq: "(\<Union>i\<in>{0..<n}. disjointed A i) = (\<Union>i\<in>{0..<n}. A i)"
   272       and disj: "disjoint_family A"
       
   273   shows  "setsum (f \<circ> A) {0..<n} = f (\<Union>i\<in>{0..<n}. A i)"
   314 proof (induct n)
   274 proof (induct n)
   315   case 0 show ?case by simp
   275   case 0 show ?case using f by (simp add: positive_def)
   316 next
   276 next
   317   case (Suc n)
   277   case (Suc n)
   318   thus ?case by (simp add: atLeastLessThanSuc disjointed_def)
   278   have "A n \<inter> (\<Union>i\<in>{0..<n}. A i) = {}" using disj
   319 qed
       
   320 
       
   321 lemma UN_disjointed_eq: "(\<Union>i. disjointed A i) = (\<Union>i. A i)"
       
   322   apply (rule UN_finite2_eq [where k=0])
       
   323   apply (simp add: finite_UN_disjointed_eq)
       
   324   done
       
   325 
       
   326 lemma less_disjoint_disjointed: "m<n \<Longrightarrow> disjointed A m \<inter> disjointed A n = {}"
       
   327   by (auto simp add: disjointed_def)
       
   328 
       
   329 lemma disjoint_family_disjointed: "disjoint_family (disjointed A)"
       
   330   by (simp add: disjoint_family_on_def)
       
   331      (metis neq_iff Int_commute less_disjoint_disjointed)
       
   332 
       
   333 lemma disjointed_subset: "disjointed A n \<subseteq> A n"
       
   334   by (auto simp add: disjointed_def)
       
   335 
       
   336 
       
   337 lemma (in algebra) UNION_in_sets:
       
   338   fixes A:: "nat \<Rightarrow> 'a set"
       
   339   assumes A: "range A \<subseteq> sets M "
       
   340   shows  "(\<Union>i\<in>{0..<n}. A i) \<in> sets M"
       
   341 proof (induct n)
       
   342   case 0 show ?case by simp
       
   343 next
       
   344   case (Suc n) 
       
   345   thus ?case
       
   346     by (simp add: atLeastLessThanSuc) (metis A Un UNIV_I image_subset_iff)
       
   347 qed
       
   348 
       
   349 lemma (in algebra) range_disjointed_sets:
       
   350   assumes A: "range A \<subseteq> sets M "
       
   351   shows  "range (disjointed A) \<subseteq> sets M"
       
   352 proof (auto simp add: disjointed_def) 
       
   353   fix n
       
   354   show "A n - (\<Union>i\<in>{0..<n}. A i) \<in> sets M" using UNION_in_sets
       
   355     by (metis A Diff UNIV_I image_subset_iff)
       
   356 qed
       
   357 
       
   358 lemma sigma_algebra_disjoint_iff: 
       
   359      "sigma_algebra M \<longleftrightarrow> 
       
   360       algebra M &
       
   361       (\<forall>A. range A \<subseteq> sets M \<longrightarrow> disjoint_family A \<longrightarrow> 
       
   362            (\<Union>i::nat. A i) \<in> sets M)"
       
   363 proof (auto simp add: sigma_algebra_iff)
       
   364   fix A :: "nat \<Rightarrow> 'a set"
       
   365   assume M: "algebra M"
       
   366      and A: "range A \<subseteq> sets M"
       
   367      and UnA: "\<forall>A. range A \<subseteq> sets M \<longrightarrow>
       
   368                disjoint_family A \<longrightarrow> (\<Union>i::nat. A i) \<in> sets M"
       
   369   hence "range (disjointed A) \<subseteq> sets M \<longrightarrow>
       
   370          disjoint_family (disjointed A) \<longrightarrow>
       
   371          (\<Union>i. disjointed A i) \<in> sets M" by blast
       
   372   hence "(\<Union>i. disjointed A i) \<in> sets M"
       
   373     by (simp add: algebra.range_disjointed_sets M A disjoint_family_disjointed) 
       
   374   thus "(\<Union>i::nat. A i) \<in> sets M" by (simp add: UN_disjointed_eq)
       
   375 qed
       
   376 
       
   377 
       
   378 lemma (in algebra) additive_sum:
       
   379   fixes A:: "nat \<Rightarrow> 'a set"
       
   380   assumes f: "positive M f" and ad: "additive M f"
       
   381       and A: "range A \<subseteq> sets M"
       
   382       and disj: "disjoint_family A"
       
   383   shows  "setsum (f o A) {0..<n} = f (\<Union>i\<in>{0..<n}. A i)"
       
   384 proof (induct n)
       
   385   case 0 show ?case using f by (simp add: positive_def) 
       
   386 next
       
   387   case (Suc n) 
       
   388   have "A n \<inter> (\<Union>i\<in>{0..<n}. A i) = {}" using disj 
       
   389     by (auto simp add: disjoint_family_on_def neq_iff) blast
   279     by (auto simp add: disjoint_family_on_def neq_iff) blast
   390   moreover 
   280   moreover
   391   have "A n \<in> sets M" using A by blast 
   281   have "A n \<in> sets M" using A by blast
   392   moreover have "(\<Union>i\<in>{0..<n}. A i) \<in> sets M"
   282   moreover have "(\<Union>i\<in>{0..<n}. A i) \<in> sets M"
   393     by (metis A UNION_in_sets atLeast0LessThan)
   283     by (metis A UNION_in_sets atLeast0LessThan)
   394   moreover 
   284   moreover
   395   ultimately have "f (A n \<union> (\<Union>i\<in>{0..<n}. A i)) = f (A n) + f(\<Union>i\<in>{0..<n}. A i)"
   285   ultimately have "f (A n \<union> (\<Union>i\<in>{0..<n}. A i)) = f (A n) + f(\<Union>i\<in>{0..<n}. A i)"
   396     using ad UNION_in_sets A by (auto simp add: additive_def) 
   286     using ad UNION_in_sets A by (auto simp add: additive_def)
   397   with Suc.hyps show ?case using ad
   287   with Suc.hyps show ?case using ad
   398     by (auto simp add: atLeastLessThanSuc additive_def) 
   288     by (auto simp add: atLeastLessThanSuc additive_def)
   399 qed
   289 qed
   400 
   290 
   401 
   291 
   402 lemma countably_subadditiveD:
   292 lemma countably_subadditiveD:
   403   "countably_subadditive M f \<Longrightarrow> range A \<subseteq> sets M \<Longrightarrow> disjoint_family A \<Longrightarrow>
   293   "countably_subadditive M f \<Longrightarrow> range A \<subseteq> sets M \<Longrightarrow> disjoint_family A \<Longrightarrow>
   404    (\<Union>i. A i) \<in> sets M \<Longrightarrow> summable (f o A) \<Longrightarrow> f (\<Union>i. A i) \<le> suminf (f o A)" 
   294    (\<Union>i. A i) \<in> sets M \<Longrightarrow> f (\<Union>i. A i) \<le> psuminf (f o A)"
   405   by (auto simp add: countably_subadditive_def o_def)
   295   by (auto simp add: countably_subadditive_def o_def)
   406 
   296 
   407 lemma (in algebra) increasing_additive_summable:
   297 lemma (in algebra) increasing_additive_bound:
   408   fixes A:: "nat \<Rightarrow> 'a set"
   298   fixes A:: "nat \<Rightarrow> 'a set" and  f :: "'a set \<Rightarrow> pinfreal"
   409   assumes f: "positive M f" and ad: "additive M f"
   299   assumes f: "positive f" and ad: "additive M f"
   410       and inc: "increasing M f"
   300       and inc: "increasing M f"
   411       and A: "range A \<subseteq> sets M"
   301       and A: "range A \<subseteq> sets M"
   412       and disj: "disjoint_family A"
   302       and disj: "disjoint_family A"
   413   shows  "summable (f o A)"
   303   shows  "psuminf (f \<circ> A) \<le> f (space M)"
   414 proof (rule pos_summable) 
   304 proof (safe intro!: psuminf_bound)
   415   fix n
   305   fix N
   416   show "0 \<le> (f \<circ> A) n" using f A
   306   have "setsum (f \<circ> A) {0..<N} = f (\<Union>i\<in>{0..<N}. A i)"
   417     by (force simp add: positive_def)
   307     by (rule additive_sum [OF f ad A disj])
   418   next
       
   419   fix n
       
   420   have "setsum (f \<circ> A) {0..<n} = f (\<Union>i\<in>{0..<n}. A i)"
       
   421     by (rule additive_sum [OF f ad A disj]) 
       
   422   also have "... \<le> f (space M)" using space_closed A
   308   also have "... \<le> f (space M)" using space_closed A
   423     by (blast intro: increasingD [OF inc] UNION_in_sets top) 
   309     by (blast intro: increasingD [OF inc] UNION_in_sets top)
   424   finally show "setsum (f \<circ> A) {0..<n} \<le> f (space M)" .
   310   finally show "setsum (f \<circ> A) {..<N} \<le> f (space M)" by (simp add: atLeast0LessThan)
   425 qed
   311 qed
   426 
       
   427 lemma lambda_system_positive:
       
   428      "positive M f \<Longrightarrow> positive (M (|sets := lambda_system M f|)) f"
       
   429   by (simp add: positive_def lambda_system_def) 
       
   430 
   312 
   431 lemma lambda_system_increasing:
   313 lemma lambda_system_increasing:
   432    "increasing M f \<Longrightarrow> increasing (M (|sets := lambda_system M f|)) f"
   314    "increasing M f \<Longrightarrow> increasing (M (|sets := lambda_system M f|)) f"
   433   by (simp add: increasing_def lambda_system_def) 
   315   by (simp add: increasing_def lambda_system_def)
   434 
   316 
   435 lemma (in algebra) lambda_system_strong_sum:
   317 lemma (in algebra) lambda_system_strong_sum:
   436   fixes A:: "nat \<Rightarrow> 'a set"
   318   fixes A:: "nat \<Rightarrow> 'a set" and f :: "'a set \<Rightarrow> pinfreal"
   437   assumes f: "positive M f" and a: "a \<in> sets M"
   319   assumes f: "positive f" and a: "a \<in> sets M"
   438       and A: "range A \<subseteq> lambda_system M f"
   320       and A: "range A \<subseteq> lambda_system M f"
   439       and disj: "disjoint_family A"
   321       and disj: "disjoint_family A"
   440   shows  "(\<Sum>i = 0..<n. f (a \<inter>A i)) = f (a \<inter> (\<Union>i\<in>{0..<n}. A i))"
   322   shows  "(\<Sum>i = 0..<n. f (a \<inter>A i)) = f (a \<inter> (\<Union>i\<in>{0..<n}. A i))"
   441 proof (induct n)
   323 proof (induct n)
   442   case 0 show ?case using f by (simp add: positive_def) 
   324   case 0 show ?case using f by (simp add: positive_def)
   443 next
   325 next
   444   case (Suc n) 
   326   case (Suc n)
   445   have 2: "A n \<inter> UNION {0..<n} A = {}" using disj
   327   have 2: "A n \<inter> UNION {0..<n} A = {}" using disj
   446     by (force simp add: disjoint_family_on_def neq_iff) 
   328     by (force simp add: disjoint_family_on_def neq_iff)
   447   have 3: "A n \<in> lambda_system M f" using A
   329   have 3: "A n \<in> lambda_system M f" using A
   448     by blast
   330     by blast
   449   have 4: "UNION {0..<n} A \<in> lambda_system M f"
   331   have 4: "UNION {0..<n} A \<in> lambda_system M f"
   450     using A algebra.UNION_in_sets [OF local.lambda_system_algebra [OF f]] 
   332     using A algebra.UNION_in_sets [OF local.lambda_system_algebra, of f, OF f]
   451     by simp
   333     by simp
   452   from Suc.hyps show ?case
   334   from Suc.hyps show ?case
   453     by (simp add: atLeastLessThanSuc lambda_system_strong_additive [OF a 2 3 4])
   335     by (simp add: atLeastLessThanSuc lambda_system_strong_additive [OF a 2 3 4])
   454 qed
   336 qed
   455 
   337 
   456 
   338 
   457 lemma (in sigma_algebra) lambda_system_caratheodory:
   339 lemma (in sigma_algebra) lambda_system_caratheodory:
   458   assumes oms: "outer_measure_space M f"
   340   assumes oms: "outer_measure_space M f"
   459       and A: "range A \<subseteq> lambda_system M f"
   341       and A: "range A \<subseteq> lambda_system M f"
   460       and disj: "disjoint_family A"
   342       and disj: "disjoint_family A"
   461   shows  "(\<Union>i. A i) \<in> lambda_system M f & (f \<circ> A)  sums  f (\<Union>i. A i)"
   343   shows  "(\<Union>i. A i) \<in> lambda_system M f \<and> psuminf (f \<circ> A) = f (\<Union>i. A i)"
   462 proof -
   344 proof -
   463   have pos: "positive M f" and inc: "increasing M f" 
   345   have pos: "positive f" and inc: "increasing M f"
   464    and csa: "countably_subadditive M f" 
   346    and csa: "countably_subadditive M f"
   465     by (metis oms outer_measure_space_def)+
   347     by (metis oms outer_measure_space_def)+
   466   have sa: "subadditive M f"
   348   have sa: "subadditive M f"
   467     by (metis countably_subadditive_subadditive csa pos) 
   349     by (metis countably_subadditive_subadditive csa pos)
   468   have A': "range A \<subseteq> sets (M(|sets := lambda_system M f|))" using A 
   350   have A': "range A \<subseteq> sets (M(|sets := lambda_system M f|))" using A
   469     by simp
   351     by simp
   470   have alg_ls: "algebra (M(|sets := lambda_system M f|))"
   352   have alg_ls: "algebra (M(|sets := lambda_system M f|))"
   471     by (rule lambda_system_algebra [OF pos]) 
   353     by (rule lambda_system_algebra) (rule pos)
   472   have A'': "range A \<subseteq> sets M"
   354   have A'': "range A \<subseteq> sets M"
   473      by (metis A image_subset_iff lambda_system_sets)
   355      by (metis A image_subset_iff lambda_system_sets)
   474   have sumfA: "summable (f \<circ> A)" 
   356 
   475     by (metis algebra.increasing_additive_summable [OF alg_ls]
       
   476           lambda_system_positive lambda_system_additive lambda_system_increasing
       
   477           A' oms outer_measure_space_def disj)
       
   478   have U_in: "(\<Union>i. A i) \<in> sets M"
   357   have U_in: "(\<Union>i. A i) \<in> sets M"
   479     by (metis A'' countable_UN)
   358     by (metis A'' countable_UN)
   480   have U_eq: "f (\<Union>i. A i) = suminf (f o A)" 
   359   have U_eq: "f (\<Union>i. A i) = psuminf (f o A)"
   481     proof (rule antisym)
   360     proof (rule antisym)
   482       show "f (\<Union>i. A i) \<le> suminf (f \<circ> A)"
   361       show "f (\<Union>i. A i) \<le> psuminf (f \<circ> A)"
   483         by (rule countably_subadditiveD [OF csa A'' disj U_in sumfA]) 
   362         by (rule countably_subadditiveD [OF csa A'' disj U_in])
   484       show "suminf (f \<circ> A) \<le> f (\<Union>i. A i)"
   363       show "psuminf (f \<circ> A) \<le> f (\<Union>i. A i)"
   485         by (rule suminf_le [OF sumfA]) 
   364         by (rule psuminf_bound, unfold atLeast0LessThan[symmetric])
   486            (metis algebra.additive_sum [OF alg_ls] pos disj UN_Un Un_UNIV_right
   365            (metis algebra.additive_sum [OF alg_ls] pos disj UN_Un Un_UNIV_right
   487                   lambda_system_positive lambda_system_additive 
   366                   lambda_system_additive subset_Un_eq increasingD [OF inc]
   488                   subset_Un_eq increasingD [OF inc] A' A'' UNION_in_sets U_in) 
   367                   A' A'' UNION_in_sets U_in)
   489     qed
   368     qed
   490   {
   369   {
   491     fix a 
   370     fix a
   492     assume a [iff]: "a \<in> sets M" 
   371     assume a [iff]: "a \<in> sets M"
   493     have "f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i)) = f a"
   372     have "f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i)) = f a"
   494     proof -
   373     proof -
   495       have summ: "summable (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A)" using pos A'' 
       
   496         apply -
       
   497         apply (rule summable_comparison_test [OF _ sumfA]) 
       
   498         apply (rule_tac x="0" in exI) 
       
   499         apply (simp add: positive_def) 
       
   500         apply (auto simp add: )
       
   501         apply (subst abs_of_nonneg)
       
   502         apply (metis A'' Int UNIV_I a image_subset_iff)
       
   503         apply (blast intro:  increasingD [OF inc])
       
   504         done
       
   505       show ?thesis
   374       show ?thesis
   506       proof (rule antisym)
   375       proof (rule antisym)
   507         have "range (\<lambda>i. a \<inter> A i) \<subseteq> sets M" using A''
   376         have "range (\<lambda>i. a \<inter> A i) \<subseteq> sets M" using A''
   508           by blast
   377           by blast
   509         moreover 
   378         moreover
   510         have "disjoint_family (\<lambda>i. a \<inter> A i)" using disj
   379         have "disjoint_family (\<lambda>i. a \<inter> A i)" using disj
   511           by (auto simp add: disjoint_family_on_def) 
   380           by (auto simp add: disjoint_family_on_def)
   512         moreover 
   381         moreover
   513         have "a \<inter> (\<Union>i. A i) \<in> sets M"
   382         have "a \<inter> (\<Union>i. A i) \<in> sets M"
   514           by (metis Int U_in a)
   383           by (metis Int U_in a)
   515         ultimately 
   384         ultimately
   516         have "f (a \<inter> (\<Union>i. A i)) \<le> suminf (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A)"
   385         have "f (a \<inter> (\<Union>i. A i)) \<le> psuminf (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A)"
   517           using countably_subadditiveD [OF csa, of "(\<lambda>i. a \<inter> A i)"] summ
   386           using countably_subadditiveD [OF csa, of "(\<lambda>i. a \<inter> A i)"]
   518           by (simp add: o_def) 
   387           by (simp add: o_def)
   519         moreover 
   388         hence "f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i)) \<le>
   520         have "suminf (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A)  \<le> f a - f (a - (\<Union>i. A i))"
   389             psuminf (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A) + f (a - (\<Union>i. A i))"
   521           proof (rule suminf_le [OF summ])
   390           by (rule add_right_mono)
       
   391         moreover
       
   392         have "psuminf (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A) + f (a - (\<Union>i. A i)) \<le> f a"
       
   393           proof (safe intro!: psuminf_bound_add)
   522             fix n
   394             fix n
   523             have UNION_in: "(\<Union>i\<in>{0..<n}. A i) \<in> sets M"
   395             have UNION_in: "(\<Union>i\<in>{0..<n}. A i) \<in> sets M"
   524               by (metis A'' UNION_in_sets) 
   396               by (metis A'' UNION_in_sets)
   525             have le_fa: "f (UNION {0..<n} A \<inter> a) \<le> f a" using A''
   397             have le_fa: "f (UNION {0..<n} A \<inter> a) \<le> f a" using A''
   526               by (blast intro: increasingD [OF inc] A'' UNION_in_sets)
   398               by (blast intro: increasingD [OF inc] A'' UNION_in_sets)
   527             have ls: "(\<Union>i\<in>{0..<n}. A i) \<in> lambda_system M f"
   399             have ls: "(\<Union>i\<in>{0..<n}. A i) \<in> lambda_system M f"
   528               using algebra.UNION_in_sets [OF lambda_system_algebra [OF pos]]
   400               using algebra.UNION_in_sets [OF lambda_system_algebra [of f, OF pos]]
   529               by (simp add: A) 
   401               by (simp add: A)
   530             hence eq_fa: "f (a \<inter> (\<Union>i\<in>{0..<n}. A i)) + f (a - (\<Union>i\<in>{0..<n}. A i)) = f a"
   402             hence eq_fa: "f a = f (a \<inter> (\<Union>i\<in>{0..<n}. A i)) + f (a - (\<Union>i\<in>{0..<n}. A i))"
   531               by (simp add: lambda_system_eq UNION_in)
   403               by (simp add: lambda_system_eq UNION_in)
   532             have "f (a - (\<Union>i. A i)) \<le> f (a - (\<Union>i\<in>{0..<n}. A i))"
   404             have "f (a - (\<Union>i. A i)) \<le> f (a - (\<Union>i\<in>{0..<n}. A i))"
   533               by (blast intro: increasingD [OF inc] UNION_eq_Union_image 
   405               by (blast intro: increasingD [OF inc] UNION_eq_Union_image
   534                                UNION_in U_in)
   406                                UNION_in U_in)
   535             thus "setsum (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A) {0..<n} \<le> f a - f (a - (\<Union>i. A i))"
   407             thus "setsum (f \<circ> (\<lambda>i. a \<inter> i) \<circ> A) {..<n} + f (a - (\<Union>i. A i)) \<le> f a"
   536               using eq_fa
   408               by (simp add: lambda_system_strong_sum pos A disj eq_fa add_left_mono atLeast0LessThan[symmetric])
   537               by (simp add: suminf_le [OF summ] lambda_system_strong_sum pos 
       
   538                             a A disj)
       
   539           qed
   409           qed
   540         ultimately show "f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i)) \<le> f a" 
   410         ultimately show "f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i)) \<le> f a"
   541           by arith
   411           by (rule order_trans)
   542       next
   412       next
   543         have "f a \<le> f (a \<inter> (\<Union>i. A i) \<union> (a - (\<Union>i. A i)))" 
   413         have "f a \<le> f (a \<inter> (\<Union>i. A i) \<union> (a - (\<Union>i. A i)))"
   544           by (blast intro:  increasingD [OF inc] U_in)
   414           by (blast intro:  increasingD [OF inc] U_in)
   545         also have "... \<le>  f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i))"
   415         also have "... \<le>  f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i))"
   546           by (blast intro: subadditiveD [OF sa] U_in)
   416           by (blast intro: subadditiveD [OF sa] U_in)
   547         finally show "f a \<le> f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i))" .
   417         finally show "f a \<le> f (a \<inter> (\<Union>i. A i)) + f (a - (\<Union>i. A i))" .
   548         qed
   418         qed
   549      qed
   419      qed
   550   }
   420   }
   551   thus  ?thesis
   421   thus  ?thesis
   552     by (simp add: lambda_system_eq sums_iff U_eq U_in sumfA)
   422     by (simp add: lambda_system_eq sums_iff U_eq U_in)
   553 qed
   423 qed
   554 
   424 
   555 lemma (in sigma_algebra) caratheodory_lemma:
   425 lemma (in sigma_algebra) caratheodory_lemma:
   556   assumes oms: "outer_measure_space M f"
   426   assumes oms: "outer_measure_space M f"
   557   shows "measure_space (|space = space M, sets = lambda_system M f, measure = f|)"
   427   shows "measure_space (|space = space M, sets = lambda_system M f|) f"
   558 proof -
   428 proof -
   559   have pos: "positive M f" 
   429   have pos: "positive f"
   560     by (metis oms outer_measure_space_def)
   430     by (metis oms outer_measure_space_def)
   561   have alg: "algebra (|space = space M, sets = lambda_system M f, measure = f|)"
   431   have alg: "algebra (|space = space M, sets = lambda_system M f|)"
   562     using lambda_system_algebra [OF pos]
   432     using lambda_system_algebra [of f, OF pos]
   563     by (simp add: algebra_def) 
   433     by (simp add: algebra_def)
   564   then moreover 
   434   then moreover
   565   have "sigma_algebra (|space = space M, sets = lambda_system M f, measure = f|)"
   435   have "sigma_algebra (|space = space M, sets = lambda_system M f|)"
   566     using lambda_system_caratheodory [OF oms]
   436     using lambda_system_caratheodory [OF oms]
   567     by (simp add: sigma_algebra_disjoint_iff) 
   437     by (simp add: sigma_algebra_disjoint_iff)
   568   moreover 
   438   moreover
   569   have "measure_space_axioms (|space = space M, sets = lambda_system M f, measure = f|)" 
   439   have "measure_space_axioms (|space = space M, sets = lambda_system M f|) f"
   570     using pos lambda_system_caratheodory [OF oms]
   440     using pos lambda_system_caratheodory [OF oms]
   571     by (simp add: measure_space_axioms_def positive_def lambda_system_sets 
   441     by (simp add: measure_space_axioms_def positive_def lambda_system_sets
   572                   countably_additive_def o_def) 
   442                   countably_additive_def o_def)
   573   ultimately 
   443   ultimately
   574   show ?thesis
   444   show ?thesis
   575     by intro_locales (auto simp add: sigma_algebra_def) 
   445     by intro_locales (auto simp add: sigma_algebra_def)
   576 qed
   446 qed
   577 
   447 
   578 
   448 
   579 lemma (in algebra) inf_measure_nonempty:
   449 lemma (in algebra) inf_measure_nonempty:
   580   assumes f: "positive M f" and b: "b \<in> sets M" and a: "a \<subseteq> b"
   450   assumes f: "positive f" and b: "b \<in> sets M" and a: "a \<subseteq> b"
   581   shows "f b \<in> measure_set M f a"
   451   shows "f b \<in> measure_set M f a"
   582 proof -
   452 proof -
   583   have "(f \<circ> (\<lambda>i. {})(0 := b)) sums setsum (f \<circ> (\<lambda>i. {})(0 := b)) {0..<1::nat}"
   453   have "psuminf (f \<circ> (\<lambda>i. {})(0 := b)) = setsum (f \<circ> (\<lambda>i. {})(0 := b)) {..<1::nat}"
   584     by (rule series_zero)  (simp add: positive_imp_0 [OF f]) 
   454     by (rule psuminf_finite) (simp add: f[unfolded positive_def])
   585   also have "... = f b" 
   455   also have "... = f b"
   586     by simp
   456     by simp
   587   finally have "(f \<circ> (\<lambda>i. {})(0 := b)) sums f b" .
   457   finally have "psuminf (f \<circ> (\<lambda>i. {})(0 := b)) = f b" .
   588   thus ?thesis using a
   458   thus ?thesis using a b
   589     by (auto intro!: exI [of _ "(\<lambda>i. {})(0 := b)"] 
   459     by (auto intro!: exI [of _ "(\<lambda>i. {})(0 := b)"]
   590              simp add: measure_set_def disjoint_family_on_def b split_if_mem2) 
   460              simp: measure_set_def disjoint_family_on_def split_if_mem2 comp_def)
   591 qed  
   461 qed
   592 
       
   593 lemma (in algebra) inf_measure_pos0:
       
   594      "positive M f \<Longrightarrow> x \<in> measure_set M f a \<Longrightarrow> 0 \<le> x"
       
   595 apply (auto simp add: positive_def measure_set_def sums_iff intro!: suminf_ge_zero)
       
   596 apply blast
       
   597 done
       
   598 
       
   599 lemma (in algebra) inf_measure_pos:
       
   600   shows "positive M f \<Longrightarrow> x \<subseteq> space M \<Longrightarrow> 0 \<le> Inf (measure_set M f x)"
       
   601 apply (rule Inf_greatest)
       
   602 apply (metis emptyE inf_measure_nonempty top)
       
   603 apply (metis inf_measure_pos0) 
       
   604 done
       
   605 
   462 
   606 lemma (in algebra) additive_increasing:
   463 lemma (in algebra) additive_increasing:
   607   assumes posf: "positive M f" and addf: "additive M f" 
   464   assumes posf: "positive f" and addf: "additive M f"
   608   shows "increasing M f"
   465   shows "increasing M f"
   609 proof (auto simp add: increasing_def) 
   466 proof (auto simp add: increasing_def)
   610   fix x y
   467   fix x y
   611   assume xy: "x \<in> sets M" "y \<in> sets M" "x \<subseteq> y"
   468   assume xy: "x \<in> sets M" "y \<in> sets M" "x \<subseteq> y"
   612   have "f x \<le> f x + f (y-x)" using posf
   469   have "f x \<le> f x + f (y-x)" ..
   613     by (simp add: positive_def) (metis Diff xy(1,2))
       
   614   also have "... = f (x \<union> (y-x))" using addf
   470   also have "... = f (x \<union> (y-x))" using addf
   615     by (auto simp add: additive_def) (metis Diff_disjoint Un_Diff_cancel Diff xy(1,2))
   471     by (auto simp add: additive_def) (metis Diff_disjoint Un_Diff_cancel Diff xy(1,2))
   616   also have "... = f y"
   472   also have "... = f y"
   617     by (metis Un_Diff_cancel Un_absorb1 xy(3))
   473     by (metis Un_Diff_cancel Un_absorb1 xy(3))
   618   finally show "f x \<le> f y" .
   474   finally show "f x \<le> f y" .
   619 qed
   475 qed
   620 
   476 
   621 lemma (in algebra) countably_additive_additive:
   477 lemma (in algebra) countably_additive_additive:
   622   assumes posf: "positive M f" and ca: "countably_additive M f" 
   478   assumes posf: "positive f" and ca: "countably_additive M f"
   623   shows "additive M f"
   479   shows "additive M f"
   624 proof (auto simp add: additive_def) 
   480 proof (auto simp add: additive_def)
   625   fix x y
   481   fix x y
   626   assume x: "x \<in> sets M" and y: "y \<in> sets M" and "x \<inter> y = {}"
   482   assume x: "x \<in> sets M" and y: "y \<in> sets M" and "x \<inter> y = {}"
   627   hence "disjoint_family (binaryset x y)"
   483   hence "disjoint_family (binaryset x y)"
   628     by (auto simp add: disjoint_family_on_def binaryset_def) 
   484     by (auto simp add: disjoint_family_on_def binaryset_def)
   629   hence "range (binaryset x y) \<subseteq> sets M \<longrightarrow> 
   485   hence "range (binaryset x y) \<subseteq> sets M \<longrightarrow>
   630          (\<Union>i. binaryset x y i) \<in> sets M \<longrightarrow> 
   486          (\<Union>i. binaryset x y i) \<in> sets M \<longrightarrow>
   631          f (\<Union>i. binaryset x y i) = suminf (\<lambda>n. f (binaryset x y n))"
   487          f (\<Union>i. binaryset x y i) = (\<Sum>\<^isub>\<infinity> n. f (binaryset x y n))"
   632     using ca
   488     using ca
   633     by (simp add: countably_additive_def) (metis UN_binaryset_eq sums_unique) 
   489     by (simp add: countably_additive_def)
   634   hence "{x,y,{}} \<subseteq> sets M \<longrightarrow> x \<union> y \<in> sets M \<longrightarrow> 
   490   hence "{x,y,{}} \<subseteq> sets M \<longrightarrow> x \<union> y \<in> sets M \<longrightarrow>
   635          f (x \<union> y) = suminf (\<lambda>n. f (binaryset x y n))"
   491          f (x \<union> y) = (\<Sum>\<^isub>\<infinity> n. f (binaryset x y n))"
   636     by (simp add: range_binaryset_eq UN_binaryset_eq)
   492     by (simp add: range_binaryset_eq UN_binaryset_eq)
   637   thus "f (x \<union> y) = f x + f y" using posf x y
   493   thus "f (x \<union> y) = f x + f y" using posf x y
   638     by (simp add: Un suminf_binaryset_eq positive_def)
   494     by (auto simp add: Un binaryset_psuminf positive_def)
   639 qed 
   495 qed
   640  
   496 
   641 lemma (in algebra) inf_measure_agrees:
   497 lemma (in algebra) inf_measure_agrees:
   642   assumes posf: "positive M f" and ca: "countably_additive M f" 
   498   assumes posf: "positive f" and ca: "countably_additive M f"
   643       and s: "s \<in> sets M"  
   499       and s: "s \<in> sets M"
   644   shows "Inf (measure_set M f s) = f s"
   500   shows "Inf (measure_set M f s) = f s"
   645 proof (rule Inf_eq) 
   501   unfolding Inf_pinfreal_def
       
   502 proof (safe intro!: Greatest_equality)
   646   fix z
   503   fix z
   647   assume z: "z \<in> measure_set M f s"
   504   assume z: "z \<in> measure_set M f s"
   648   from this obtain A where 
   505   from this obtain A where
   649     A: "range A \<subseteq> sets M" and disj: "disjoint_family A"
   506     A: "range A \<subseteq> sets M" and disj: "disjoint_family A"
   650     and "s \<subseteq> (\<Union>x. A x)" and sm: "summable (f \<circ> A)"
   507     and "s \<subseteq> (\<Union>x. A x)" and si: "psuminf (f \<circ> A) = z"
   651     and si: "suminf (f \<circ> A) = z"
   508     by (auto simp add: measure_set_def comp_def)
   652     by (auto simp add: measure_set_def sums_iff) 
       
   653   hence seq: "s = (\<Union>i. A i \<inter> s)" by blast
   509   hence seq: "s = (\<Union>i. A i \<inter> s)" by blast
   654   have inc: "increasing M f"
   510   have inc: "increasing M f"
   655     by (metis additive_increasing ca countably_additive_additive posf)
   511     by (metis additive_increasing ca countably_additive_additive posf)
   656   have sums: "(\<lambda>i. f (A i \<inter> s)) sums f (\<Union>i. A i \<inter> s)"
   512   have sums: "psuminf (\<lambda>i. f (A i \<inter> s)) = f (\<Union>i. A i \<inter> s)"
   657     proof (rule countably_additiveD [OF ca]) 
   513     proof (rule countably_additiveD [OF ca])
   658       show "range (\<lambda>n. A n \<inter> s) \<subseteq> sets M" using A s
   514       show "range (\<lambda>n. A n \<inter> s) \<subseteq> sets M" using A s
   659         by blast
   515         by blast
   660       show "disjoint_family (\<lambda>n. A n \<inter> s)" using disj
   516       show "disjoint_family (\<lambda>n. A n \<inter> s)" using disj
   661         by (auto simp add: disjoint_family_on_def)
   517         by (auto simp add: disjoint_family_on_def)
   662       show "(\<Union>i. A i \<inter> s) \<in> sets M" using A s
   518       show "(\<Union>i. A i \<inter> s) \<in> sets M" using A s
   663         by (metis UN_extend_simps(4) s seq)
   519         by (metis UN_extend_simps(4) s seq)
   664     qed
   520     qed
   665   hence "f s = suminf (\<lambda>i. f (A i \<inter> s))"
   521   hence "f s = psuminf (\<lambda>i. f (A i \<inter> s))"
   666     using seq [symmetric] by (simp add: sums_iff)
   522     using seq [symmetric] by (simp add: sums_iff)
   667   also have "... \<le> suminf (f \<circ> A)" 
   523   also have "... \<le> psuminf (f \<circ> A)"
   668     proof (rule summable_le [OF _ _ sm]) 
   524     proof (rule psuminf_le)
   669       show "\<forall>n. f (A n \<inter> s) \<le> (f \<circ> A) n" using A s
   525       fix n show "f (A n \<inter> s) \<le> (f \<circ> A) n" using A s
   670         by (force intro: increasingD [OF inc]) 
   526         by (force intro: increasingD [OF inc])
   671       show "summable (\<lambda>i. f (A i \<inter> s))" using sums
       
   672         by (simp add: sums_iff) 
       
   673     qed
   527     qed
   674   also have "... = z" by (rule si) 
   528   also have "... = z" by (rule si)
   675   finally show "f s \<le> z" .
   529   finally show "f s \<le> z" .
   676 next
   530 next
   677   fix y
   531   fix y
   678   assume y: "!!u. u \<in> measure_set M f s \<Longrightarrow> y \<le> u"
   532   assume y: "\<forall>u \<in> measure_set M f s. y \<le> u"
   679   thus "y \<le> f s"
   533   thus "y \<le> f s"
   680     by (blast intro: inf_measure_nonempty [OF posf s subset_refl])
   534     by (blast intro: inf_measure_nonempty [of f, OF posf s subset_refl])
   681 qed
   535 qed
   682 
   536 
   683 lemma (in algebra) inf_measure_empty:
   537 lemma (in algebra) inf_measure_empty:
   684   assumes posf: "positive M f"
   538   assumes posf: "positive f"
   685   shows "Inf (measure_set M f {}) = 0"
   539   shows "Inf (measure_set M f {}) = 0"
   686 proof (rule antisym)
   540 proof (rule antisym)
   687   show "0 \<le> Inf (measure_set M f {})"
       
   688     by (metis empty_subsetI inf_measure_pos posf) 
       
   689   show "Inf (measure_set M f {}) \<le> 0"
   541   show "Inf (measure_set M f {}) \<le> 0"
   690     by (metis Inf_lower empty_sets inf_measure_pos0 inf_measure_nonempty posf
   542     by (metis complete_lattice_class.Inf_lower empty_sets inf_measure_nonempty[OF posf] subset_refl posf[unfolded positive_def])
   691               positive_imp_0 subset_refl) 
   543 qed simp
   692 qed
       
   693 
   544 
   694 lemma (in algebra) inf_measure_positive:
   545 lemma (in algebra) inf_measure_positive:
   695   "positive M f \<Longrightarrow> 
   546   "positive f \<Longrightarrow>
   696    positive (| space = space M, sets = Pow (space M) |)
   547    positive (\<lambda>x. Inf (measure_set M f x))"
   697                   (\<lambda>x. Inf (measure_set M f x))"
   548   by (simp add: positive_def inf_measure_empty) 
   698   by (simp add: positive_def inf_measure_empty inf_measure_pos) 
       
   699 
   549 
   700 lemma (in algebra) inf_measure_increasing:
   550 lemma (in algebra) inf_measure_increasing:
   701   assumes posf: "positive M f"
   551   assumes posf: "positive f"
   702   shows "increasing (| space = space M, sets = Pow (space M) |)
   552   shows "increasing (| space = space M, sets = Pow (space M) |)
   703                     (\<lambda>x. Inf (measure_set M f x))"
   553                     (\<lambda>x. Inf (measure_set M f x))"
   704 apply (auto simp add: increasing_def) 
   554 apply (auto simp add: increasing_def)
   705 apply (rule Inf_greatest, metis emptyE inf_measure_nonempty top posf)
   555 apply (rule complete_lattice_class.Inf_greatest)
   706 apply (rule Inf_lower) 
   556 apply (rule complete_lattice_class.Inf_lower)
   707 apply (clarsimp simp add: measure_set_def, rule_tac x=A in exI, blast)
   557 apply (clarsimp simp add: measure_set_def, rule_tac x=A in exI, blast)
   708 apply (blast intro: inf_measure_pos0 posf)
       
   709 done
   558 done
   710 
   559 
   711 
   560 
   712 lemma (in algebra) inf_measure_le:
   561 lemma (in algebra) inf_measure_le:
   713   assumes posf: "positive M f" and inc: "increasing M f" 
   562   assumes posf: "positive f" and inc: "increasing M f"
   714       and x: "x \<in> {r . \<exists>A. range A \<subseteq> sets M & s \<subseteq> (\<Union>i. A i) & (f \<circ> A) sums r}"
   563       and x: "x \<in> {r . \<exists>A. range A \<subseteq> sets M \<and> s \<subseteq> (\<Union>i. A i) \<and> psuminf (f \<circ> A) = r}"
   715   shows "Inf (measure_set M f s) \<le> x"
   564   shows "Inf (measure_set M f s) \<le> x"
   716 proof -
   565 proof -
   717   from x
   566   from x
   718   obtain A where A: "range A \<subseteq> sets M" and ss: "s \<subseteq> (\<Union>i. A i)" 
   567   obtain A where A: "range A \<subseteq> sets M" and ss: "s \<subseteq> (\<Union>i. A i)"
   719              and sm: "summable (f \<circ> A)" and xeq: "suminf (f \<circ> A) = x"
   568              and xeq: "psuminf (f \<circ> A) = x"
   720     by (auto simp add: sums_iff)
   569     by auto
   721   have dA: "range (disjointed A) \<subseteq> sets M"
   570   have dA: "range (disjointed A) \<subseteq> sets M"
   722     by (metis A range_disjointed_sets)
   571     by (metis A range_disjointed_sets)
   723   have "\<forall>n. \<bar>(f o disjointed A) n\<bar> \<le> (f \<circ> A) n"
   572   have "\<forall>n.(f o disjointed A) n \<le> (f \<circ> A) n" unfolding comp_def
   724     proof (auto)
   573     by (metis increasingD [OF inc] UNIV_I dA image_subset_iff disjointed_subset A comp_def)
   725       fix n
   574   hence sda: "psuminf (f o disjointed A) \<le> psuminf (f \<circ> A)"
   726       have "\<bar>f (disjointed A n)\<bar> = f (disjointed A n)" using posf dA
   575     by (blast intro: psuminf_le)
   727         by (auto simp add: positive_def image_subset_iff)
   576   hence ley: "psuminf (f o disjointed A) \<le> x"
   728       also have "... \<le> f (A n)" 
   577     by (metis xeq)
   729         by (metis increasingD [OF inc] UNIV_I dA image_subset_iff disjointed_subset A)
   578   hence y: "psuminf (f o disjointed A) \<in> measure_set M f s"
   730       finally show "\<bar>f (disjointed A n)\<bar> \<le> f (A n)" .
       
   731     qed
       
   732   from Series.summable_le2 [OF this sm]
       
   733   have sda:  "summable (f o disjointed A)"  
       
   734              "suminf (f o disjointed A) \<le> suminf (f \<circ> A)"
       
   735     by blast+
       
   736   hence ley: "suminf (f o disjointed A) \<le> x"
       
   737     by (metis xeq) 
       
   738   from sda have "(f \<circ> disjointed A) sums suminf (f \<circ> disjointed A)"
       
   739     by (simp add: sums_iff) 
       
   740   hence y: "suminf (f o disjointed A) \<in> measure_set M f s"
       
   741     apply (auto simp add: measure_set_def)
   579     apply (auto simp add: measure_set_def)
   742     apply (rule_tac x="disjointed A" in exI) 
   580     apply (rule_tac x="disjointed A" in exI)
   743     apply (simp add: disjoint_family_disjointed UN_disjointed_eq ss dA)
   581     apply (simp add: disjoint_family_disjointed UN_disjointed_eq ss dA comp_def)
   744     done
   582     done
   745   show ?thesis
   583   show ?thesis
   746     by (blast intro: y order_trans [OF _ ley] inf_measure_pos0 posf)
   584     by (blast intro: y order_trans [OF _ ley] posf complete_lattice_class.Inf_lower)
   747 qed
   585 qed
   748 
   586 
   749 lemma (in algebra) inf_measure_close:
   587 lemma (in algebra) inf_measure_close:
   750   assumes posf: "positive M f" and e: "0 < e" and ss: "s \<subseteq> (space M)"
   588   assumes posf: "positive f" and e: "0 < e" and ss: "s \<subseteq> (space M)"
   751   shows "\<exists>A l. range A \<subseteq> sets M & disjoint_family A & s \<subseteq> (\<Union>i. A i) & 
   589   shows "\<exists>A. range A \<subseteq> sets M \<and> disjoint_family A \<and> s \<subseteq> (\<Union>i. A i) \<and>
   752                (f \<circ> A) sums l & l \<le> Inf (measure_set M f s) + e"
   590                psuminf (f \<circ> A) \<le> Inf (measure_set M f s) + e"
   753 proof -
   591 proof (cases "Inf (measure_set M f s) = \<omega>")
   754   have " measure_set M f s \<noteq> {}" 
   592   case False
   755     by (metis emptyE ss inf_measure_nonempty [OF posf top])
   593   obtain l where "l \<in> measure_set M f s" "l \<le> Inf (measure_set M f s) + e"
   756   hence "\<exists>l \<in> measure_set M f s. l < Inf (measure_set M f s) + e" 
   594     using Inf_close[OF False e] by auto
   757     by (rule Inf_close [OF _ e])
   595   thus ?thesis
   758   thus ?thesis 
   596     by (auto intro!: exI[of _ l] simp: measure_set_def comp_def)
   759     by (auto simp add: measure_set_def, rule_tac x=" A" in exI, auto)
   597 next
       
   598   case True
       
   599   have "measure_set M f s \<noteq> {}"
       
   600     by (metis emptyE ss inf_measure_nonempty [of f, OF posf top])
       
   601   then obtain l where "l \<in> measure_set M f s" by auto
       
   602   moreover from True have "l \<le> Inf (measure_set M f s) + e" by simp
       
   603   ultimately show ?thesis
       
   604     by (auto intro!: exI[of _ l] simp: measure_set_def comp_def)
   760 qed
   605 qed
   761 
   606 
   762 lemma (in algebra) inf_measure_countably_subadditive:
   607 lemma (in algebra) inf_measure_countably_subadditive:
   763   assumes posf: "positive M f" and inc: "increasing M f" 
   608   assumes posf: "positive f" and inc: "increasing M f"
   764   shows "countably_subadditive (| space = space M, sets = Pow (space M) |)
   609   shows "countably_subadditive (| space = space M, sets = Pow (space M) |)
   765                   (\<lambda>x. Inf (measure_set M f x))"
   610                   (\<lambda>x. Inf (measure_set M f x))"
   766 proof (auto simp add: countably_subadditive_def o_def, rule field_le_epsilon)
   611   unfolding countably_subadditive_def o_def
   767   fix A :: "nat \<Rightarrow> 'a set" and e :: real
   612 proof (safe, simp, rule pinfreal_le_epsilon)
   768     assume A: "range A \<subseteq> Pow (space M)"
   613   fix A :: "nat \<Rightarrow> 'a set" and e :: pinfreal
   769        and disj: "disjoint_family A"
   614 
   770        and sb: "(\<Union>i. A i) \<subseteq> space M"
   615   let "?outer n" = "Inf (measure_set M f (A n))"
   771        and sum1: "summable (\<lambda>n. Inf (measure_set M f (A n)))"
   616   assume A: "range A \<subseteq> Pow (space M)"
   772        and e: "0 < e"
   617      and disj: "disjoint_family A"
   773     have "!!n. \<exists>B l. range B \<subseteq> sets M \<and> disjoint_family B \<and> A n \<subseteq> (\<Union>i. B i) \<and>
   618      and sb: "(\<Union>i. A i) \<subseteq> space M"
   774                     (f o B) sums l \<and>
   619      and e: "0 < e"
   775                     l \<le> Inf (measure_set M f (A n)) + e * (1/2)^(Suc n)"
   620   hence "\<exists>BB. \<forall>n. range (BB n) \<subseteq> sets M \<and> disjoint_family (BB n) \<and>
   776       apply (rule inf_measure_close [OF posf])
   621                    A n \<subseteq> (\<Union>i. BB n i) \<and>
   777       apply (metis e half mult_pos_pos zero_less_power) 
   622                    psuminf (f o BB n) \<le> ?outer n + e * (1/2)^(Suc n)"
   778       apply (metis UNIV_I UN_subset_iff sb)
   623     apply (safe intro!: choice inf_measure_close [of f, OF posf _])
   779       done
   624     using e sb by (cases e, auto simp add: not_le mult_pos_pos)
   780     hence "\<exists>BB ll. \<forall>n. range (BB n) \<subseteq> sets M \<and> disjoint_family (BB n) \<and>
   625   then obtain BB
   781                        A n \<subseteq> (\<Union>i. BB n i) \<and> (f o BB n) sums ll n \<and>
   626     where BB: "\<And>n. (range (BB n) \<subseteq> sets M)"
   782                        ll n \<le> Inf (measure_set M f (A n)) + e * (1/2)^(Suc n)"
   627       and disjBB: "\<And>n. disjoint_family (BB n)"
   783       by (rule choice2)
   628       and sbBB: "\<And>n. A n \<subseteq> (\<Union>i. BB n i)"
   784     then obtain BB ll
   629       and BBle: "\<And>n. psuminf (f o BB n) \<le> ?outer n + e * (1/2)^(Suc n)"
   785       where BB: "!!n. (range (BB n) \<subseteq> sets M)"
   630     by auto blast
   786         and disjBB: "!!n. disjoint_family (BB n)" 
   631   have sll: "(\<Sum>\<^isub>\<infinity> n. psuminf (f o BB n)) \<le> psuminf ?outer + e"
   787         and sbBB: "!!n. A n \<subseteq> (\<Union>i. BB n i)"
   632     proof -
   788         and BBsums: "!!n. (f o BB n) sums ll n"
   633       have "(\<Sum>\<^isub>\<infinity> n. psuminf (f o BB n)) \<le> (\<Sum>\<^isub>\<infinity> n. ?outer n + e*(1/2) ^ Suc n)"
   789         and ll: "!!n. ll n \<le> Inf (measure_set M f (A n)) + e * (1/2)^(Suc n)"
   634         by (rule psuminf_le[OF BBle])
   790       by auto blast
   635       also have "... = psuminf ?outer + e"
   791     have llpos: "!!n. 0 \<le> ll n"
   636         using psuminf_half_series by simp
   792         by (metis BBsums sums_iff o_apply posf positive_imp_pos suminf_ge_zero 
   637       finally show ?thesis .
   793               range_subsetD BB) 
   638     qed
   794     have sll: "summable ll &
   639   def C \<equiv> "(split BB) o prod_decode"
   795                suminf ll \<le> suminf (\<lambda>n. Inf (measure_set M f (A n))) + e"
   640   have C: "!!n. C n \<in> sets M"
   796       proof -
   641     apply (rule_tac p="prod_decode n" in PairE)
   797         have "(\<lambda>n. e * (1/2)^(Suc n)) sums (e*1)"
   642     apply (simp add: C_def)
   798           by (rule sums_mult [OF power_half_series]) 
   643     apply (metis BB subsetD rangeI)
   799         hence sum0: "summable (\<lambda>n. e * (1 / 2) ^ Suc n)"
   644     done
   800           and eqe:  "(\<Sum>n. e * (1 / 2) ^ n / 2) = e"
   645   have sbC: "(\<Union>i. A i) \<subseteq> (\<Union>i. C i)"
   801           by (auto simp add: sums_iff) 
   646     proof (auto simp add: C_def)
   802         have 0: "suminf (\<lambda>n. Inf (measure_set M f (A n))) +
   647       fix x i
   803                  suminf (\<lambda>n. e * (1/2)^(Suc n)) =
   648       assume x: "x \<in> A i"
   804                  suminf (\<lambda>n. Inf (measure_set M f (A n)) + e * (1/2)^(Suc n))"
   649       with sbBB [of i] obtain j where "x \<in> BB i j"
   805           by (rule suminf_add [OF sum1 sum0]) 
   650         by blast
   806         have 1: "\<forall>n. \<bar>ll n\<bar> \<le> Inf (measure_set M f (A n)) + e * (1/2) ^ Suc n"
   651       thus "\<exists>i. x \<in> split BB (prod_decode i)"
   807           by (metis ll llpos abs_of_nonneg)
   652         by (metis prod_encode_inverse prod.cases)
   808         have 2: "summable (\<lambda>n. Inf (measure_set M f (A n)) + e*(1/2)^(Suc n))"
   653     qed
   809           by (rule summable_add [OF sum1 sum0]) 
   654   have "(f \<circ> C) = (f \<circ> (\<lambda>(x, y). BB x y)) \<circ> prod_decode"
   810         have "suminf ll \<le> (\<Sum>n. Inf (measure_set M f (A n)) + e*(1/2) ^ Suc n)"
   655     by (rule ext)  (auto simp add: C_def)
   811           using Series.summable_le2 [OF 1 2] by auto
   656   moreover have "psuminf ... = (\<Sum>\<^isub>\<infinity> n. psuminf (f o BB n))" using BBle
   812         also have "... = (\<Sum>n. Inf (measure_set M f (A n))) + 
   657     by (force intro!: psuminf_2dimen simp: o_def)
   813                          (\<Sum>n. e * (1 / 2) ^ Suc n)"
   658   ultimately have Csums: "psuminf (f \<circ> C) = (\<Sum>\<^isub>\<infinity> n. psuminf (f o BB n))" by simp
   814           by (metis 0) 
   659   have "Inf (measure_set M f (\<Union>i. A i)) \<le> (\<Sum>\<^isub>\<infinity> n. psuminf (f o BB n))"
   815         also have "... = (\<Sum>n. Inf (measure_set M f (A n))) + e"
   660     apply (rule inf_measure_le [OF posf(1) inc], auto)
   816           by (simp add: eqe) 
   661     apply (rule_tac x="C" in exI)
   817         finally show ?thesis using  Series.summable_le2 [OF 1 2] by auto
   662     apply (auto simp add: C sbC Csums)
   818       qed
   663     done
   819     def C \<equiv> "(split BB) o prod_decode"
   664   also have "... \<le> (\<Sum>\<^isub>\<infinity>n. Inf (measure_set M f (A n))) + e" using sll
   820     have C: "!!n. C n \<in> sets M"
   665     by blast
   821       apply (rule_tac p="prod_decode n" in PairE)
   666   finally show "Inf (measure_set M f (\<Union>i. A i)) \<le> psuminf ?outer + e" .
   822       apply (simp add: C_def)
       
   823       apply (metis BB subsetD rangeI)  
       
   824       done
       
   825     have sbC: "(\<Union>i. A i) \<subseteq> (\<Union>i. C i)"
       
   826       proof (auto simp add: C_def)
       
   827         fix x i
       
   828         assume x: "x \<in> A i"
       
   829         with sbBB [of i] obtain j where "x \<in> BB i j"
       
   830           by blast        
       
   831         thus "\<exists>i. x \<in> split BB (prod_decode i)"
       
   832           by (metis prod_encode_inverse prod.cases)
       
   833       qed 
       
   834     have "(f \<circ> C) = (f \<circ> (\<lambda>(x, y). BB x y)) \<circ> prod_decode"
       
   835       by (rule ext)  (auto simp add: C_def) 
       
   836     also have "... sums suminf ll" 
       
   837       proof (rule suminf_2dimen)
       
   838         show "\<And>m n. 0 \<le> (f \<circ> (\<lambda>(x, y). BB x y)) (m, n)" using posf BB 
       
   839           by (force simp add: positive_def)
       
   840         show "\<And>m. (\<lambda>n. (f \<circ> (\<lambda>(x, y). BB x y)) (m, n)) sums ll m"using BBsums BB
       
   841           by (force simp add: o_def)
       
   842         show "summable ll" using sll
       
   843           by auto
       
   844       qed
       
   845     finally have Csums: "(f \<circ> C) sums suminf ll" .
       
   846     have "Inf (measure_set M f (\<Union>i. A i)) \<le> suminf ll"
       
   847       apply (rule inf_measure_le [OF posf inc], auto)
       
   848       apply (rule_tac x="C" in exI)
       
   849       apply (auto simp add: C sbC Csums) 
       
   850       done
       
   851     also have "... \<le> (\<Sum>n. Inf (measure_set M f (A n))) + e" using sll
       
   852       by blast
       
   853     finally show "Inf (measure_set M f (\<Union>i. A i)) \<le> 
       
   854           (\<Sum>n. Inf (measure_set M f (A n))) + e" .
       
   855 qed
   667 qed
   856 
   668 
   857 lemma (in algebra) inf_measure_outer:
   669 lemma (in algebra) inf_measure_outer:
   858   "positive M f \<Longrightarrow> increasing M f 
   670   "\<lbrakk> positive f ; increasing M f \<rbrakk>
   859    \<Longrightarrow> outer_measure_space (| space = space M, sets = Pow (space M) |)
   671    \<Longrightarrow> outer_measure_space (| space = space M, sets = Pow (space M) |)
   860                           (\<lambda>x. Inf (measure_set M f x))"
   672                           (\<lambda>x. Inf (measure_set M f x))"
   861   by (simp add: outer_measure_space_def inf_measure_positive
   673   by (simp add: outer_measure_space_def inf_measure_empty
   862                 inf_measure_increasing inf_measure_countably_subadditive) 
   674                 inf_measure_increasing inf_measure_countably_subadditive positive_def)
   863 
   675 
   864 (*MOVE UP*)
   676 (*MOVE UP*)
   865 
   677 
   866 lemma (in algebra) algebra_subset_lambda_system:
   678 lemma (in algebra) algebra_subset_lambda_system:
   867   assumes posf: "positive M f" and inc: "increasing M f" 
   679   assumes posf: "positive f" and inc: "increasing M f"
   868       and add: "additive M f"
   680       and add: "additive M f"
   869   shows "sets M \<subseteq> lambda_system (| space = space M, sets = Pow (space M) |)
   681   shows "sets M \<subseteq> lambda_system (| space = space M, sets = Pow (space M) |)
   870                                 (\<lambda>x. Inf (measure_set M f x))"
   682                                 (\<lambda>x. Inf (measure_set M f x))"
   871 proof (auto dest: sets_into_space 
   683 proof (auto dest: sets_into_space
   872             simp add: algebra.lambda_system_eq [OF algebra_Pow]) 
   684             simp add: algebra.lambda_system_eq [OF algebra_Pow])
   873   fix x s
   685   fix x s
   874   assume x: "x \<in> sets M"
   686   assume x: "x \<in> sets M"
   875      and s: "s \<subseteq> space M"
   687      and s: "s \<subseteq> space M"
   876   have [simp]: "!!x. x \<in> sets M \<Longrightarrow> s \<inter> (space M - x) = s-x" using s 
   688   have [simp]: "!!x. x \<in> sets M \<Longrightarrow> s \<inter> (space M - x) = s-x" using s
   877     by blast
   689     by blast
   878   have "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   690   have "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   879         \<le> Inf (measure_set M f s)"
   691         \<le> Inf (measure_set M f s)"
   880     proof (rule field_le_epsilon) 
   692     proof (rule pinfreal_le_epsilon)
   881       fix e :: real
   693       fix e :: pinfreal
   882       assume e: "0 < e"
   694       assume e: "0 < e"
   883       from inf_measure_close [OF posf e s]
   695       from inf_measure_close [of f, OF posf e s]
   884       obtain A l where A: "range A \<subseteq> sets M" and disj: "disjoint_family A"
   696       obtain A where A: "range A \<subseteq> sets M" and disj: "disjoint_family A"
   885                    and sUN: "s \<subseteq> (\<Union>i. A i)" and fsums: "(f \<circ> A) sums l"
   697                  and sUN: "s \<subseteq> (\<Union>i. A i)"
   886                    and l: "l \<le> Inf (measure_set M f s) + e"
   698                  and l: "psuminf (f \<circ> A) \<le> Inf (measure_set M f s) + e"
   887         by auto
   699         by auto
   888       have [simp]: "!!x. x \<in> sets M \<Longrightarrow>
   700       have [simp]: "!!x. x \<in> sets M \<Longrightarrow>
   889                       (f o (\<lambda>z. z \<inter> (space M - x)) o A) = (f o (\<lambda>z. z - x) o A)"
   701                       (f o (\<lambda>z. z \<inter> (space M - x)) o A) = (f o (\<lambda>z. z - x) o A)"
   890         by (rule ext, simp, metis A Int_Diff Int_space_eq2 range_subsetD)
   702         by (rule ext, simp, metis A Int_Diff Int_space_eq2 range_subsetD)
   891       have  [simp]: "!!n. f (A n \<inter> x) + f (A n - x) = f (A n)"
   703       have  [simp]: "!!n. f (A n \<inter> x) + f (A n - x) = f (A n)"
   892         by (subst additiveD [OF add, symmetric])
   704         by (subst additiveD [OF add, symmetric])
   893            (auto simp add: x range_subsetD [OF A] Int_Diff_Un Int_Diff_disjoint)
   705            (auto simp add: x range_subsetD [OF A] Int_Diff_Un Int_Diff_disjoint)
   894       have fsumb: "summable (f \<circ> A)"
       
   895         by (metis fsums sums_iff) 
       
   896       { fix u
   706       { fix u
   897         assume u: "u \<in> sets M"
   707         assume u: "u \<in> sets M"
   898         have [simp]: "\<And>n. \<bar>f (A n \<inter> u)\<bar> \<le> f (A n)"
   708         have [simp]: "\<And>n. f (A n \<inter> u) \<le> f (A n)"
   899           by (simp add: positive_imp_pos [OF posf]  increasingD [OF inc] 
   709           by (simp add: increasingD [OF inc] u Int range_subsetD [OF A])
   900                         u Int  range_subsetD [OF A]) 
   710         have 2: "Inf (measure_set M f (s \<inter> u)) \<le> psuminf (f \<circ> (\<lambda>z. z \<inter> u) \<circ> A)"
   901         have 1: "summable (f o (\<lambda>z. z\<inter>u) o A)" 
   711           proof (rule complete_lattice_class.Inf_lower)
   902           by (rule summable_comparison_test [OF _ fsumb]) simp
   712             show "psuminf (f \<circ> (\<lambda>z. z \<inter> u) \<circ> A) \<in> measure_set M f (s \<inter> u)"
   903         have 2: "Inf (measure_set M f (s\<inter>u)) \<le> suminf (f o (\<lambda>z. z\<inter>u) o A)"
   713               apply (simp add: measure_set_def)
   904           proof (rule Inf_lower) 
   714               apply (rule_tac x="(\<lambda>z. z \<inter> u) o A" in exI)
   905             show "suminf (f \<circ> (\<lambda>z. z \<inter> u) \<circ> A) \<in> measure_set M f (s \<inter> u)"
   715               apply (auto simp add: disjoint_family_subset [OF disj] o_def)
   906               apply (simp add: measure_set_def) 
   716               apply (blast intro: u range_subsetD [OF A])
   907               apply (rule_tac x="(\<lambda>z. z \<inter> u) o A" in exI) 
       
   908               apply (auto simp add: disjoint_family_subset [OF disj])
       
   909               apply (blast intro: u range_subsetD [OF A]) 
       
   910               apply (blast dest: subsetD [OF sUN])
   717               apply (blast dest: subsetD [OF sUN])
   911               apply (metis 1 o_assoc sums_iff) 
       
   912               done
   718               done
   913           next
   719           qed
   914             show "\<And>x. x \<in> measure_set M f (s \<inter> u) \<Longrightarrow> 0 \<le> x"
       
   915               by (blast intro: inf_measure_pos0 [OF posf]) 
       
   916             qed
       
   917           note 1 2
       
   918       } note lesum = this
   720       } note lesum = this
   919       have sum1: "summable (f o (\<lambda>z. z\<inter>x) o A)"
   721       have inf1: "Inf (measure_set M f (s\<inter>x)) \<le> psuminf (f o (\<lambda>z. z\<inter>x) o A)"
   920         and inf1: "Inf (measure_set M f (s\<inter>x)) \<le> suminf (f o (\<lambda>z. z\<inter>x) o A)"
   722         and inf2: "Inf (measure_set M f (s \<inter> (space M - x)))
   921         and sum2: "summable (f o (\<lambda>z. z \<inter> (space M - x)) o A)"
   723                    \<le> psuminf (f o (\<lambda>z. z \<inter> (space M - x)) o A)"
   922         and inf2: "Inf (measure_set M f (s \<inter> (space M - x))) 
       
   923                    \<le> suminf (f o (\<lambda>z. z \<inter> (space M - x)) o A)"
       
   924         by (metis Diff lesum top x)+
   724         by (metis Diff lesum top x)+
   925       hence "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   725       hence "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   926            \<le> suminf (f o (\<lambda>s. s\<inter>x) o A) + suminf (f o (\<lambda>s. s-x) o A)"
   726            \<le> psuminf (f o (\<lambda>s. s\<inter>x) o A) + psuminf (f o (\<lambda>s. s-x) o A)"
   927         by (simp add: x)
   727         by (simp add: x add_mono)
   928       also have "... \<le> suminf (f o A)" using suminf_add [OF sum1 sum2] 
   728       also have "... \<le> psuminf (f o A)"
   929         by (simp add: x) (simp add: o_def) 
   729         by (simp add: x psuminf_add[symmetric] o_def)
   930       also have "... \<le> Inf (measure_set M f s) + e"
   730       also have "... \<le> Inf (measure_set M f s) + e"
   931         by (metis fsums l sums_unique) 
   731         by (rule l)
   932       finally show "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   732       finally show "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   933         \<le> Inf (measure_set M f s) + e" .
   733         \<le> Inf (measure_set M f s) + e" .
   934     qed
   734     qed
   935   moreover 
   735   moreover
   936   have "Inf (measure_set M f s)
   736   have "Inf (measure_set M f s)
   937        \<le> Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))"
   737        \<le> Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))"
   938     proof -
   738     proof -
   939     have "Inf (measure_set M f s) = Inf (measure_set M f ((s\<inter>x) \<union> (s-x)))"
   739     have "Inf (measure_set M f s) = Inf (measure_set M f ((s\<inter>x) \<union> (s-x)))"
   940       by (metis Un_Diff_Int Un_commute)
   740       by (metis Un_Diff_Int Un_commute)
   941     also have "... \<le> Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))" 
   741     also have "... \<le> Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))"
   942       apply (rule subadditiveD) 
   742       apply (rule subadditiveD)
   943       apply (iprover intro: algebra.countably_subadditive_subadditive algebra_Pow 
   743       apply (iprover intro: algebra.countably_subadditive_subadditive algebra_Pow
   944                inf_measure_positive inf_measure_countably_subadditive posf inc)
   744                inf_measure_positive inf_measure_countably_subadditive posf inc)
   945       apply (auto simp add: subsetD [OF s])  
   745       apply (auto simp add: subsetD [OF s])
   946       done
   746       done
   947     finally show ?thesis .
   747     finally show ?thesis .
   948     qed
   748     qed
   949   ultimately 
   749   ultimately
   950   show "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   750   show "Inf (measure_set M f (s\<inter>x)) + Inf (measure_set M f (s-x))
   951         = Inf (measure_set M f s)"
   751         = Inf (measure_set M f s)"
   952     by (rule order_antisym)
   752     by (rule order_antisym)
   953 qed
   753 qed
   954 
   754 
   955 lemma measure_down:
   755 lemma measure_down:
   956      "measure_space N \<Longrightarrow> sigma_algebra M \<Longrightarrow> sets M \<subseteq> sets N \<Longrightarrow>
   756      "measure_space N \<mu> \<Longrightarrow> sigma_algebra M \<Longrightarrow> sets M \<subseteq> sets N \<Longrightarrow>
   957       (measure M = measure N) \<Longrightarrow> measure_space M"
   757       (\<nu> = \<mu>) \<Longrightarrow> measure_space M \<nu>"
   958   by (simp add: measure_space_def measure_space_axioms_def positive_def 
   758   by (simp add: measure_space_def measure_space_axioms_def positive_def
   959                 countably_additive_def) 
   759                 countably_additive_def)
   960      blast
   760      blast
   961 
   761 
   962 theorem (in algebra) caratheodory:
   762 theorem (in algebra) caratheodory:
   963   assumes posf: "positive M f" and ca: "countably_additive M f" 
   763   assumes posf: "positive f" and ca: "countably_additive M f"
   964   shows "\<exists>MS :: 'a measure_space. 
   764   shows "\<exists>\<mu> :: 'a set \<Rightarrow> pinfreal. (\<forall>s \<in> sets M. \<mu> s = f s) \<and> measure_space (sigma (space M) (sets M)) \<mu>"
   965              (\<forall>s \<in> sets M. measure MS s = f s) \<and>
       
   966              ((|space = space MS, sets = sets MS|) = sigma (space M) (sets M)) \<and>
       
   967              measure_space MS" 
       
   968   proof -
   765   proof -
   969     have inc: "increasing M f"
   766     have inc: "increasing M f"
   970       by (metis additive_increasing ca countably_additive_additive posf) 
   767       by (metis additive_increasing ca countably_additive_additive posf)
   971     let ?infm = "(\<lambda>x. Inf (measure_set M f x))"
   768     let ?infm = "(\<lambda>x. Inf (measure_set M f x))"
   972     def ls \<equiv> "lambda_system (|space = space M, sets = Pow (space M)|) ?infm"
   769     def ls \<equiv> "lambda_system (|space = space M, sets = Pow (space M)|) ?infm"
   973     have mls: "measure_space (|space = space M, sets = ls, measure = ?infm|)"
   770     have mls: "measure_space \<lparr>space = space M, sets = ls\<rparr> ?infm"
   974       using sigma_algebra.caratheodory_lemma
   771       using sigma_algebra.caratheodory_lemma
   975               [OF sigma_algebra_Pow  inf_measure_outer [OF posf inc]]
   772               [OF sigma_algebra_Pow  inf_measure_outer [OF posf inc]]
   976       by (simp add: ls_def)
   773       by (simp add: ls_def)
   977     hence sls: "sigma_algebra (|space = space M, sets = ls, measure = ?infm|)"
   774     hence sls: "sigma_algebra (|space = space M, sets = ls|)"
   978       by (simp add: measure_space_def) 
   775       by (simp add: measure_space_def)
   979     have "sets M \<subseteq> ls" 
   776     have "sets M \<subseteq> ls"
   980       by (simp add: ls_def)
   777       by (simp add: ls_def)
   981          (metis ca posf inc countably_additive_additive algebra_subset_lambda_system)
   778          (metis ca posf inc countably_additive_additive algebra_subset_lambda_system)
   982     hence sgs_sb: "sigma_sets (space M) (sets M) \<subseteq> ls" 
   779     hence sgs_sb: "sigma_sets (space M) (sets M) \<subseteq> ls"
   983       using sigma_algebra.sigma_sets_subset [OF sls, of "sets M"]
   780       using sigma_algebra.sigma_sets_subset [OF sls, of "sets M"]
   984       by simp
   781       by simp
   985     have "measure_space (|space = space M, 
   782     have "measure_space (sigma (space M) (sets M)) ?infm"
   986                           sets = sigma_sets (space M) (sets M),
   783       unfolding sigma_def
   987                           measure = ?infm|)"
   784       by (rule measure_down [OF mls], rule sigma_algebra_sigma_sets)
   988       by (rule measure_down [OF mls], rule sigma_algebra_sigma_sets) 
       
   989          (simp_all add: sgs_sb space_closed)
   785          (simp_all add: sgs_sb space_closed)
   990     thus ?thesis
   786     thus ?thesis using inf_measure_agrees [OF posf ca] by (auto intro!: exI[of _ ?infm])
   991       by (force simp add: sigma_def inf_measure_agrees [OF posf ca]) 
   787   qed
   992 qed
       
   993 
   788 
   994 end
   789 end