Metamath Proof Explorer


Theorem dstrvprob

Description: The distribution of a random variable is a probability law. (TODO: could be shortened using dstrvval ). (Contributed by Thierry Arnoux, 10-Feb-2017)

Ref Expression
Hypotheses dstrvprob.1 ⊢ φ → P ∈ Prob
dstrvprob.2 ⊢ φ → X ∈ RndVar ℝ ⁡ P
dstrvprob.3 ⊢ φ → D = a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a
Assertion dstrvprob ⊢ φ → D ∈ Prob

Proof

Step Hyp Ref Expression
1 dstrvprob.1 ⊢ φ → P ∈ Prob
2 dstrvprob.2 ⊢ φ → X ∈ RndVar ℝ ⁡ P
3 dstrvprob.3 ⊢ φ → D = a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a
4 1 adantr ⊢ φ ∧ a ∈ 𝔅 ℝ → P ∈ Prob
5 2 adantr ⊢ φ ∧ a ∈ 𝔅 ℝ → X ∈ RndVar ℝ ⁡ P
6 simpr ⊢ φ ∧ a ∈ 𝔅 ℝ → a ∈ 𝔅 ℝ
7 4 5 6 orvcelel ⊢ φ ∧ a ∈ 𝔅 ℝ → X E RV/c a ∈ dom ⁡ P
8 prob01 ⊢ P ∈ Prob ∧ X E RV/c a ∈ dom ⁡ P → P ⁡ X E RV/c a ∈ 0 1
9 4 7 8 syl2anc ⊢ φ ∧ a ∈ 𝔅 ℝ → P ⁡ X E RV/c a ∈ 0 1
10 elunitrn ⊢ P ⁡ X E RV/c a ∈ 0 1 → P ⁡ X E RV/c a ∈ ℝ
11 10 rexrd ⊢ P ⁡ X E RV/c a ∈ 0 1 → P ⁡ X E RV/c a ∈ ℝ *
12 elunitge0 ⊢ P ⁡ X E RV/c a ∈ 0 1 → 0 ≤ P ⁡ X E RV/c a
13 elxrge0 ⊢ P ⁡ X E RV/c a ∈ 0 +∞ ↔ P ⁡ X E RV/c a ∈ ℝ * ∧ 0 ≤ P ⁡ X E RV/c a
14 11 12 13 sylanbrc ⊢ P ⁡ X E RV/c a ∈ 0 1 → P ⁡ X E RV/c a ∈ 0 +∞
15 9 14 syl ⊢ φ ∧ a ∈ 𝔅 ℝ → P ⁡ X E RV/c a ∈ 0 +∞
16 3 15 fmpt3d ⊢ φ → D : 𝔅 ℝ ⟶ 0 +∞
17 simpr ⊢ φ ∧ a = ∅ → a = ∅
18 17 oveq2d ⊢ φ ∧ a = ∅ → X E RV/c a = X E RV/c ∅
19 18 fveq2d ⊢ φ ∧ a = ∅ → P ⁡ X E RV/c a = P ⁡ X E RV/c ∅
20 brsigarn ⊢ 𝔅 ℝ ∈ sigAlgebra ⁡ ℝ
21 elrnsiga ⊢ 𝔅 ℝ ∈ sigAlgebra ⁡ ℝ → 𝔅 ℝ ∈ ⋃ ran ⁡ sigAlgebra
22 0elsiga ⊢ 𝔅 ℝ ∈ ⋃ ran ⁡ sigAlgebra → ∅ ∈ 𝔅 ℝ
23 20 21 22 mp2b ⊢ ∅ ∈ 𝔅 ℝ
24 23 a1i ⊢ φ → ∅ ∈ 𝔅 ℝ
25 1 2 24 orvcelel ⊢ φ → X E RV/c ∅ ∈ dom ⁡ P
26 1 25 probvalrnd ⊢ φ → P ⁡ X E RV/c ∅ ∈ ℝ
27 3 19 24 26 fvmptd ⊢ φ → D ⁡ ∅ = P ⁡ X E RV/c ∅
28 1 2 24 orvcelval ⊢ φ → X E RV/c ∅ = X -1 ∅
29 28 fveq2d ⊢ φ → P ⁡ X E RV/c ∅ = P ⁡ X -1 ∅
30 ima0 ⊢ X -1 ∅ = ∅
31 30 fveq2i ⊢ P ⁡ X -1 ∅ = P ⁡ ∅
32 probnul ⊢ P ∈ Prob → P ⁡ ∅ = 0
33 1 32 syl ⊢ φ → P ⁡ ∅ = 0
34 31 33 eqtrid ⊢ φ → P ⁡ X -1 ∅ = 0
35 27 29 34 3eqtrd ⊢ φ → D ⁡ ∅ = 0
36 1 2 rrvvf ⊢ φ → X : ⋃ dom ⁡ P ⟶ ℝ
37 36 ad2antrr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → X : ⋃ dom ⁡ P ⟶ ℝ
38 37 ffund ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → Fun ⁡ X
39 unipreima ⊢ Fun ⁡ X → X -1 ⋃ x = ⋃ a ∈ x X -1 a
40 39 fveq2d ⊢ Fun ⁡ X → P ⁡ X -1 ⋃ x = P ⁡ ⋃ a ∈ x X -1 a
41 38 40 syl ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → P ⁡ X -1 ⋃ x = P ⁡ ⋃ a ∈ x X -1 a
42 1 ad2antrr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → P ∈ Prob
43 domprobmeas ⊢ P ∈ Prob → P ∈ measures ⁡ dom ⁡ P
44 42 43 syl ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → P ∈ measures ⁡ dom ⁡ P
45 nfv ⊢ Ⅎ a φ ∧ x ∈ 𝒫 𝔅 ℝ
46 nfv ⊢ Ⅎ a x ≼ ω
47 nfdisj1 ⊢ Ⅎ a Disj a ∈ x a
48 46 47 nfan ⊢ Ⅎ a x ≼ ω ∧ Disj a ∈ x a
49 45 48 nfan ⊢ Ⅎ a φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a
50 simplll ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → φ
51 simpr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → a ∈ x
52 simpllr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → x ∈ 𝒫 𝔅 ℝ
53 elelpwi ⊢ a ∈ x ∧ x ∈ 𝒫 𝔅 ℝ → a ∈ 𝔅 ℝ
54 51 52 53 syl2anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → a ∈ 𝔅 ℝ
55 1 2 rrvfinvima ⊢ φ → ∀ a ∈ 𝔅 ℝ X -1 a ∈ dom ⁡ P
56 55 r19.21bi ⊢ φ ∧ a ∈ 𝔅 ℝ → X -1 a ∈ dom ⁡ P
57 50 54 56 syl2anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → X -1 a ∈ dom ⁡ P
58 57 ex ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → a ∈ x → X -1 a ∈ dom ⁡ P
59 49 58 ralrimi ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → ∀ a ∈ x X -1 a ∈ dom ⁡ P
60 simprl ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → x ≼ ω
61 simprr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → Disj a ∈ x a
62 disjpreima ⊢ Fun ⁡ X ∧ Disj a ∈ x a → Disj a ∈ x X -1 a
63 38 61 62 syl2anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → Disj a ∈ x X -1 a
64 measvuni ⊢ P ∈ measures ⁡ dom ⁡ P ∧ ∀ a ∈ x X -1 a ∈ dom ⁡ P ∧ x ≼ ω ∧ Disj a ∈ x X -1 a → P ⁡ ⋃ a ∈ x X -1 a = ∑ * a ∈ x P ⁡ X -1 a
65 44 59 60 63 64 syl112anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → P ⁡ ⋃ a ∈ x X -1 a = ∑ * a ∈ x P ⁡ X -1 a
66 41 65 eqtrd ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → P ⁡ X -1 ⋃ x = ∑ * a ∈ x P ⁡ X -1 a
67 2 ad2antrr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → X ∈ RndVar ℝ ⁡ P
68 3 ad2antrr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → D = a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a
69 20 21 mp1i ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → 𝔅 ℝ ∈ ⋃ ran ⁡ sigAlgebra
70 simplr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → x ∈ 𝒫 𝔅 ℝ
71 sigaclcu ⊢ 𝔅 ℝ ∈ ⋃ ran ⁡ sigAlgebra ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω → ⋃ x ∈ 𝔅 ℝ
72 69 70 60 71 syl3anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → ⋃ x ∈ 𝔅 ℝ
73 42 67 68 72 dstrvval ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = P ⁡ X -1 ⋃ x
74 3 9 fvmpt2d ⊢ φ ∧ a ∈ 𝔅 ℝ → D ⁡ a = P ⁡ X E RV/c a
75 50 54 74 syl2anc ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → D ⁡ a = P ⁡ X E RV/c a
76 42 adantr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → P ∈ Prob
77 67 adantr ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → X ∈ RndVar ℝ ⁡ P
78 76 77 54 orvcelval ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → X E RV/c a = X -1 a
79 78 fveq2d ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → P ⁡ X E RV/c a = P ⁡ X -1 a
80 75 79 eqtrd ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a ∧ a ∈ x → D ⁡ a = P ⁡ X -1 a
81 80 ex ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → a ∈ x → D ⁡ a = P ⁡ X -1 a
82 49 81 ralrimi ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → ∀ a ∈ x D ⁡ a = P ⁡ X -1 a
83 49 82 esumeq2d ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → ∑ * a ∈ x D ⁡ a = ∑ * a ∈ x P ⁡ X -1 a
84 66 73 83 3eqtr4d ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ ∧ x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = ∑ * a ∈ x D ⁡ a
85 84 ex ⊢ φ ∧ x ∈ 𝒫 𝔅 ℝ → x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = ∑ * a ∈ x D ⁡ a
86 85 ralrimiva ⊢ φ → ∀ x ∈ 𝒫 𝔅 ℝ x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = ∑ * a ∈ x D ⁡ a
87 ismeas ⊢ 𝔅 ℝ ∈ ⋃ ran ⁡ sigAlgebra → D ∈ measures ⁡ 𝔅 ℝ ↔ D : 𝔅 ℝ ⟶ 0 +∞ ∧ D ⁡ ∅ = 0 ∧ ∀ x ∈ 𝒫 𝔅 ℝ x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = ∑ * a ∈ x D ⁡ a
88 20 21 87 mp2b ⊢ D ∈ measures ⁡ 𝔅 ℝ ↔ D : 𝔅 ℝ ⟶ 0 +∞ ∧ D ⁡ ∅ = 0 ∧ ∀ x ∈ 𝒫 𝔅 ℝ x ≼ ω ∧ Disj a ∈ x a → D ⁡ ⋃ x = ∑ * a ∈ x D ⁡ a
89 16 35 86 88 syl3anbrc ⊢ φ → D ∈ measures ⁡ 𝔅 ℝ
90 3 dmeqd ⊢ φ → dom ⁡ D = dom ⁡ a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a
91 15 ralrimiva ⊢ φ → ∀ a ∈ 𝔅 ℝ P ⁡ X E RV/c a ∈ 0 +∞
92 dmmptg ⊢ ∀ a ∈ 𝔅 ℝ P ⁡ X E RV/c a ∈ 0 +∞ → dom ⁡ a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a = 𝔅 ℝ
93 91 92 syl ⊢ φ → dom ⁡ a ∈ 𝔅 ℝ ⟼ P ⁡ X E RV/c a = 𝔅 ℝ
94 90 93 eqtrd ⊢ φ → dom ⁡ D = 𝔅 ℝ
95 94 fveq2d ⊢ φ → measures ⁡ dom ⁡ D = measures ⁡ 𝔅 ℝ
96 89 95 eleqtrrd ⊢ φ → D ∈ measures ⁡ dom ⁡ D
97 measbasedom ⊢ D ∈ ⋃ ran ⁡ measures ↔ D ∈ measures ⁡ dom ⁡ D
98 96 97 sylibr ⊢ φ → D ∈ ⋃ ran ⁡ measures
99 94 unieqd ⊢ φ → ⋃ dom ⁡ D = ⋃ 𝔅 ℝ
100 unibrsiga ⊢ ⋃ 𝔅 ℝ = ℝ
101 99 100 eqtrdi ⊢ φ → ⋃ dom ⁡ D = ℝ
102 101 fveq2d ⊢ φ → D ⁡ ⋃ dom ⁡ D = D ⁡ ℝ
103 simpr ⊢ φ ∧ a = ℝ → a = ℝ
104 103 oveq2d ⊢ φ ∧ a = ℝ → X E RV/c a = X E RV/c ℝ
105 baselsiga ⊢ 𝔅 ℝ ∈ sigAlgebra ⁡ ℝ → ℝ ∈ 𝔅 ℝ
106 20 105 mp1i ⊢ φ → ℝ ∈ 𝔅 ℝ
107 1 2 106 orvcelval ⊢ φ → X E RV/c ℝ = X -1 ℝ
108 107 adantr ⊢ φ ∧ a = ℝ → X E RV/c ℝ = X -1 ℝ
109 104 108 eqtrd ⊢ φ ∧ a = ℝ → X E RV/c a = X -1 ℝ
110 109 fveq2d ⊢ φ ∧ a = ℝ → P ⁡ X E RV/c a = P ⁡ X -1 ℝ
111 fimacnv ⊢ X : ⋃ dom ⁡ P ⟶ ℝ → X -1 ℝ = ⋃ dom ⁡ P
112 36 111 syl ⊢ φ → X -1 ℝ = ⋃ dom ⁡ P
113 112 fveq2d ⊢ φ → P ⁡ X -1 ℝ = P ⁡ ⋃ dom ⁡ P
114 probtot ⊢ P ∈ Prob → P ⁡ ⋃ dom ⁡ P = 1
115 1 114 syl ⊢ φ → P ⁡ ⋃ dom ⁡ P = 1
116 113 115 eqtrd ⊢ φ → P ⁡ X -1 ℝ = 1
117 116 adantr ⊢ φ ∧ a = ℝ → P ⁡ X -1 ℝ = 1
118 110 117 eqtrd ⊢ φ ∧ a = ℝ → P ⁡ X E RV/c a = 1
119 1red ⊢ φ → 1 ∈ ℝ
120 3 118 106 119 fvmptd ⊢ φ → D ⁡ ℝ = 1
121 102 120 eqtrd ⊢ φ → D ⁡ ⋃ dom ⁡ D = 1
122 elprob ⊢ D ∈ Prob ↔ D ∈ ⋃ ran ⁡ measures ∧ D ⁡ ⋃ dom ⁡ D = 1
123 98 121 122 sylanbrc ⊢ φ → D ∈ Prob