:: Kolmogorov's Zero-one Law :: by Agnes Doll :: :: Received November 4, 2008 :: Copyright (c) 2008-2012 Association of Mizar Users begin theorem Th1: :: KOLMOG01:1 for f being Function for X being set st X c= dom f & X <> {} holds rng (f | X) <> {} proofend; theorem Th2: :: KOLMOG01:2 for r being Real holds ( not r * r = r or r = 0 or r = 1 ) proofend; theorem Th3: :: KOLMOG01:3 for Omega being non empty set for X being Subset-Family of Omega st X = {} holds sigma X = {{},Omega} proofend; definition let Omega be non empty set ; let Sigma be SigmaField of Omega; let B be Subset of Sigma; let P be Probability of Sigma; func Indep (B,P) -> Subset of Sigma means :Def1: :: KOLMOG01:def 1 for a being Element of Sigma holds ( a in it iff for b being Element of B holds P . (a /\ b) = (P . a) * (P . b) ); existence ex b1 being Subset of Sigma st for a being Element of Sigma holds ( a in b1 iff for b being Element of B holds P . (a /\ b) = (P . a) * (P . b) ) proofend; uniqueness for b1, b2 being Subset of Sigma st ( for a being Element of Sigma holds ( a in b1 iff for b being Element of B holds P . (a /\ b) = (P . a) * (P . b) ) ) & ( for a being Element of Sigma holds ( a in b2 iff for b being Element of B holds P . (a /\ b) = (P . a) * (P . b) ) ) holds b1 = b2 proofend; end; :: deftheorem Def1 defines Indep KOLMOG01:def_1_:_ for Omega being non empty set for Sigma being SigmaField of Omega for B being Subset of Sigma for P being Probability of Sigma for b5 being Subset of Sigma holds ( b5 = Indep (B,P) iff for a being Element of Sigma holds ( a in b5 iff for b being Element of B holds P . (a /\ b) = (P . a) * (P . b) ) ); theorem Th4: :: KOLMOG01:4 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for B being non empty Subset of Sigma for b being Element of B for f being SetSequence of Sigma st ( for n being Element of NAT for b being Element of B holds P . ((f . n) /\ b) = (P . (f . n)) * (P . b) ) & f is V65() holds P . (b /\ (Union f)) = (P . b) * (P . (Union f)) proofend; theorem Th5: :: KOLMOG01:5 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for B being non empty Subset of Sigma holds Indep (B,P) is Dynkin_System of Omega proofend; theorem Th6: :: KOLMOG01:6 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for B being non empty Subset of Sigma for A being Subset-Family of Omega st A is intersection_stable & A c= Indep (B,P) holds sigma A c= Indep (B,P) proofend; theorem Th7: :: KOLMOG01:7 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for A, B being non empty Subset of Sigma holds ( A c= Indep (B,P) iff for p, q being Event of Sigma st p in A & q in B holds p,q are_independent_respect_to P ) proofend; theorem Th8: :: KOLMOG01:8 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for A, B being non empty Subset of Sigma st A c= Indep (B,P) holds B c= Indep (A,P) proofend; theorem Th9: :: KOLMOG01:9 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for A being Subset-Family of Omega st A is non empty Subset of Sigma & A is intersection_stable holds for B being non empty Subset of Sigma st B is intersection_stable & A c= Indep (B,P) holds for D being Subset-Family of Omega for sB being non empty Subset of Sigma st D = B & sigma D = sB holds sigma A c= Indep (sB,P) proofend; theorem Th10: :: KOLMOG01:10 for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for E, F being Subset-Family of Omega st E is non empty Subset of Sigma & E is intersection_stable & F is non empty Subset of Sigma & F is intersection_stable & ( for p, q being Event of Sigma st p in E & q in F holds p,q are_independent_respect_to P ) holds for u, v being Event of Sigma st u in sigma E & v in sigma F holds u,v are_independent_respect_to P proofend; definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; mode ManySortedSigmaField of I,Sigma -> Function of I,(bool Sigma) means :Def2: :: KOLMOG01:def 2 for i being set st i in I holds it . i is SigmaField of Omega; existence ex b1 being Function of I,(bool Sigma) st for i being set st i in I holds b1 . i is SigmaField of Omega proofend; end; :: deftheorem Def2 defines ManySortedSigmaField KOLMOG01:def_2_:_ for I being set for Omega being non empty set for Sigma being SigmaField of Omega for b4 being Function of I,(bool Sigma) holds ( b4 is ManySortedSigmaField of I,Sigma iff for i being set st i in I holds b4 . i is SigmaField of Omega ); definition let Omega be non empty set ; let Sigma be SigmaField of Omega; let P be Probability of Sigma; let I be set ; let A be Function of I,Sigma; predA is_independent_wrt P means :Def3: :: KOLMOG01:def 3 for e being one-to-one FinSequence of I st e <> {} holds Product ((P * A) * e) = P . (meet (rng (A * e))); end; :: deftheorem Def3 defines is_independent_wrt KOLMOG01:def_3_:_ for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for I being set for A being Function of I,Sigma holds ( A is_independent_wrt P iff for e being one-to-one FinSequence of I st e <> {} holds Product ((P * A) * e) = P . (meet (rng (A * e))) ); definition let Omega be non empty set ; let Sigma be SigmaField of Omega; let I be set ; let J be Subset of I; let F be ManySortedSigmaField of I,Sigma; mode SigmaSection of J,F -> Function of J,Sigma means :Def4: :: KOLMOG01:def 4 for i being set st i in J holds it . i in F . i; existence ex b1 being Function of J,Sigma st for i being set st i in J holds b1 . i in F . i proofend; end; :: deftheorem Def4 defines SigmaSection KOLMOG01:def_4_:_ for Omega being non empty set for Sigma being SigmaField of Omega for I being set for J being Subset of I for F being ManySortedSigmaField of I,Sigma for b6 being Function of J,Sigma holds ( b6 is SigmaSection of J,F iff for i being set st i in J holds b6 . i in F . i ); definition let Omega be non empty set ; let Sigma be SigmaField of Omega; let P be Probability of Sigma; let I be set ; let F be ManySortedSigmaField of I,Sigma; predF is_independent_wrt P means :Def5: :: KOLMOG01:def 5 for E being finite Subset of I for A being SigmaSection of E,F holds A is_independent_wrt P; end; :: deftheorem Def5 defines is_independent_wrt KOLMOG01:def_5_:_ for Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for I being set for F being ManySortedSigmaField of I,Sigma holds ( F is_independent_wrt P iff for E being finite Subset of I for A being SigmaSection of E,F holds A is_independent_wrt P ); definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; let J be Subset of I; :: original:| redefine funcF | J -> Function of J,(bool Sigma); coherence F | J is Function of J,(bool Sigma) by FUNCT_2:32; end; definition let I be set ; let J be Subset of I; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be Function of J,(bool Sigma); :: original:Union redefine func Union F -> Subset-Family of Omega; coherence Union F is Subset-Family of Omega proofend; end; definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; let J be Subset of I; func sigUn (F,J) -> SigmaField of Omega equals :: KOLMOG01:def 6 sigma (Union (F | J)); coherence sigma (Union (F | J)) is SigmaField of Omega ; end; :: deftheorem defines sigUn KOLMOG01:def_6_:_ for I being set for Omega being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma for J being Subset of I holds sigUn (F,J) = sigma (Union (F | J)); definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; func futSigmaFields (F,I) -> Subset-Family of (bool Omega) means :Def7: :: KOLMOG01:def 7 for S being Subset-Family of Omega holds ( S in it iff ex E being finite Subset of I st S = sigUn (F,(I \ E)) ); existence ex b1 being Subset-Family of (bool Omega) st for S being Subset-Family of Omega holds ( S in b1 iff ex E being finite Subset of I st S = sigUn (F,(I \ E)) ) proofend; uniqueness for b1, b2 being Subset-Family of (bool Omega) st ( for S being Subset-Family of Omega holds ( S in b1 iff ex E being finite Subset of I st S = sigUn (F,(I \ E)) ) ) & ( for S being Subset-Family of Omega holds ( S in b2 iff ex E being finite Subset of I st S = sigUn (F,(I \ E)) ) ) holds b1 = b2 proofend; end; :: deftheorem Def7 defines futSigmaFields KOLMOG01:def_7_:_ for I being set for Omega being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma for b5 being Subset-Family of (bool Omega) holds ( b5 = futSigmaFields (F,I) iff for S being Subset-Family of Omega holds ( S in b5 iff ex E being finite Subset of I st S = sigUn (F,(I \ E)) ) ); registration let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; cluster futSigmaFields (F,I) -> non empty ; coherence not futSigmaFields (F,I) is empty proofend; end; definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; func tailSigmaField (F,I) -> Subset-Family of Omega equals :: KOLMOG01:def 8 meet (futSigmaFields (F,I)); coherence meet (futSigmaFields (F,I)) is Subset-Family of Omega ; end; :: deftheorem defines tailSigmaField KOLMOG01:def_8_:_ for I being set for Omega being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma holds tailSigmaField (F,I) = meet (futSigmaFields (F,I)); registration let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; cluster tailSigmaField (F,I) -> non empty ; coherence not tailSigmaField (F,I) is empty proofend; end; definition let Omega be non empty set ; let Sigma be SigmaField of Omega; let I be non empty set ; let J be non empty Subset of I; let F be ManySortedSigmaField of I,Sigma; func MeetSections (J,F) -> Subset-Family of Omega means :Def9: :: KOLMOG01:def 9 for x being Subset of Omega holds ( x in it iff ex E being non empty finite Subset of I ex f being SigmaSection of E,F st ( E c= J & x = meet (rng f) ) ); existence ex b1 being Subset-Family of Omega st for x being Subset of Omega holds ( x in b1 iff ex E being non empty finite Subset of I ex f being SigmaSection of E,F st ( E c= J & x = meet (rng f) ) ) proofend; uniqueness for b1, b2 being Subset-Family of Omega st ( for x being Subset of Omega holds ( x in b1 iff ex E being non empty finite Subset of I ex f being SigmaSection of E,F st ( E c= J & x = meet (rng f) ) ) ) & ( for x being Subset of Omega holds ( x in b2 iff ex E being non empty finite Subset of I ex f being SigmaSection of E,F st ( E c= J & x = meet (rng f) ) ) ) holds b1 = b2 proofend; end; :: deftheorem Def9 defines MeetSections KOLMOG01:def_9_:_ for Omega being non empty set for Sigma being SigmaField of Omega for I being non empty set for J being non empty Subset of I for F being ManySortedSigmaField of I,Sigma for b6 being Subset-Family of Omega holds ( b6 = MeetSections (J,F) iff for x being Subset of Omega holds ( x in b6 iff ex E being non empty finite Subset of I ex f being SigmaSection of E,F st ( E c= J & x = meet (rng f) ) ) ); theorem Th11: :: KOLMOG01:11 for Omega, I being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma for J being non empty Subset of I holds sigma (MeetSections (J,F)) = sigUn (F,J) proofend; theorem Th12: :: KOLMOG01:12 for I, Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for F being ManySortedSigmaField of I,Sigma for J, K being non empty Subset of I st F is_independent_wrt P & J misses K holds for a, c being Subset of Omega st a in MeetSections (J,F) & c in MeetSections (K,F) holds P . (a /\ c) = (P . a) * (P . c) proofend; theorem Th13: :: KOLMOG01:13 for Omega, I being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma for J being non empty Subset of I holds MeetSections (J,F) is non empty Subset of Sigma proofend; registration let I, Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; let J be non empty Subset of I; cluster MeetSections (J,F) -> intersection_stable ; coherence MeetSections (J,F) is intersection_stable proofend; end; theorem Th14: :: KOLMOG01:14 for I, Omega being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for F being ManySortedSigmaField of I,Sigma for J, K being non empty Subset of I st F is_independent_wrt P & J misses K holds for u, v being Event of Sigma st u in sigUn (F,J) & v in sigUn (F,K) holds P . (u /\ v) = (P . u) * (P . v) proofend; definition let I be set ; let Omega be non empty set ; let Sigma be SigmaField of Omega; let F be ManySortedSigmaField of I,Sigma; func finSigmaFields (F,I) -> Subset-Family of Omega means :Def10: :: KOLMOG01:def 10 for S being Subset of Omega holds ( S in it iff ex E being finite Subset of I st S in sigUn (F,E) ); existence ex b1 being Subset-Family of Omega st for S being Subset of Omega holds ( S in b1 iff ex E being finite Subset of I st S in sigUn (F,E) ) proofend; uniqueness for b1, b2 being Subset-Family of Omega st ( for S being Subset of Omega holds ( S in b1 iff ex E being finite Subset of I st S in sigUn (F,E) ) ) & ( for S being Subset of Omega holds ( S in b2 iff ex E being finite Subset of I st S in sigUn (F,E) ) ) holds b1 = b2 proofend; end; :: deftheorem Def10 defines finSigmaFields KOLMOG01:def_10_:_ for I being set for Omega being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma for b5 being Subset-Family of Omega holds ( b5 = finSigmaFields (F,I) iff for S being Subset of Omega holds ( S in b5 iff ex E being finite Subset of I st S in sigUn (F,E) ) ); theorem Th15: :: KOLMOG01:15 for I, Omega being non empty set for Sigma being SigmaField of Omega for F being ManySortedSigmaField of I,Sigma holds tailSigmaField (F,I) is SigmaField of Omega proofend; :: [WP: ] Koenig_Lemma theorem :: KOLMOG01:16 for Omega, I being non empty set for Sigma being SigmaField of Omega for P being Probability of Sigma for a being Element of Sigma for F being ManySortedSigmaField of I,Sigma st F is_independent_wrt P & a in tailSigmaField (F,I) & not P . a = 0 holds P . a = 1 proofend;