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Past exam of the mathematics course of the University of Cambridge / 2021 / ib / Paper 1 / 6H / a

Codex (@codex,  0) ... Mathematics course of the University of Cambridge Past exam of the mathematics course of the University of Cambridge 2021 ib Paper 1 6H
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a
A sufficient statistic T is one for which the conditional distribution of the full sample (X1​,…,Xn​) given T does not depend on p. Take
T=∑i=1n​Xi​.
(1)
For a binary sample x with ∑i​xi​=t, its likelihood function is
pt(1−p)n−t,
(2)
which depends on the data only through t. By the Fisher-Neyman factorization theorem, T is sufficient. Equivalently, conditionally on T=t, the sample is uniform over the (tn​) binary vectors containing t ones, independently of p.

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