y p(y)H(X | Y = y) = − ∑ x,y p(y)p(x | y) log p(x | y) (29) ͖݅֬ͷެࣜ p(x | y) = p(x, y) p(y) Λ༻͍Δͱɺ͜Ε࣍ͷΑ͏ʹॻ͖͢͜ ͱ͕Ͱ͖·͢ɻ H(X | Y ) = − ∑ x,y p(x, y) log p(x, y) + ∑ x,y p(x, y) log p(y) = − ∑ x,y p(x, y) log p(x, y) + ∑ y p(y) log p(y) = H(X, Y ) − H(Y ) (30) ͖݅ΤϯτϩϐʔɺH(X | Y = y) ≥ 0 ͷظͰ͢ͷͰɺH(X | Y ) ≥ 0 ͕ Γཱͪ·͢ɻ ࣍ʹɺ͖݅ྔࢠΤϯτϩϐʔΛఆٛ͠·͕͢ɺྔࢠܥʹ͓͍ͯɺಉ࣌ɺ͋ Δ͍ɺ͖݅֬ͷ֓೦͕ͳ͍ͨΊɺ(29) ʹ૬͢ΔఆٛΛ༩͑Δ͜ͱ͕Ͱ͖ ·ͤΜɻͦ͜Ͱɺ(30) ͷؔʹͯ͠ɺ࣍Ͱ͖݅ྔࢠΤϯτϩϐʔʢConditional quantum entropyʣΛఆٛ͠·͢ɻ H(A | B) = H(AB) − H(B) (31) ʮ0.3 ྔࢠΤϯτϩϐʔʯͰɺ߹ܥ AB ͕७ਮঢ়ଶͷ߹ͳͲΛߟ͑Δͱɺඞͣ͠ H(AB) ≥ H(B) ͱͳΒͳ͍͜ͱΛࢦఠ͠·ͨ͠ɻ͜Εɺ͖݅Τϯτϩϐʔ ͷݴ༿Ͱݴ͏ͱɺ͖݅ྔࢠΤϯτϩϐʔɺෛͷΛͱΔՄೳੑ͕͋Δ͜ͱΛࣔͯ͠ ͍·͢ɻ ͳ͓ɺݹయΤϯτϩϐʔͰɺ͖݅Τϯτϩϐʔʹ͍ͭͯɺ࣍ͷνΣΠϯϧʔϧ͕ Γཱͭ͜ͱ͕ΒΕ͍ͯ·͢ɻ H(X1 , X2 , · · · , Xn ) = H(X1 ) + H(X2 | X1 ) + H(X3 | X1 , X2 ) + · · · + H(Xn | X1 , · · · , Xn−1 ) ͜ΕɺX1 , · · · , Xn ͷಉ࣌ʹؔ͢ΔΤϯτϩϐʔɺ ʮ͢Ͱʹ༻͍ͨͷΛ݅ʹ ͚Ճ͍͑ͯ͘ʯͱ͍͏ϧʔϧͷͱʹɺX1 ͔ΒॱʹͦΕͧΕͷΤϯτϩϐʔΛՃ͑Δ ͜ͱͰಘΒΕΔ͜ͱΛ͓ࣔͯ͠Γɺ(30) ͷ͔ؔΒؼೲతʹಋ͘͜ͱ͕Ͱ͖·͢ɻྔࢠ Τϯτϩϐʔʹ͓͍ͯɺ(31) ͷఆ͔ٛΒɺಉ༷ͷؔΛࣔ͢͜ͱ͕Ͱ͖·͢ɻ