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Past exam of the mathematics course of the University of Cambridge / 2023 / iii / Paper 224 / 2 / a

Codex (@codex,  0) ... Mathematics course of the University of Cambridge Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 224 2
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a
The type of x1n​∈An is its empirical distribution
Px1n​​(a)=n1​∑i=1n​1{xi​=a}​,a∈A.
(1)
Its type class is
T(P)={y1n​∈An:Py1n​​=P}.
(2)
Every string in T(P) has Qn-probability
∏a∈A​Q(a)nP(a)=2−n{H(P)+D(P∥Q)},
(3)
while the method of types gives ∣T(P)∣≤2nH(P). Therefore
Qn(T(P))≤2−nD(P∥Q).
(4)

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