Let X_1,X_2 Poisson random variables with mean mu. Is T=X_1−X_2 a sufficient statistic?

tramolatzqvg

tramolatzqvg

Answered question

2022-11-05

Let X 1 , X 2 Poisson random variables with mean μ. Is T = X 1 X 2 a sufficient statistic?

Answer & Explanation

mentest91k99

mentest91k99

Beginner2022-11-06Added 17 answers

There's no need to keep separate values x 1 and x 2 : If they differ, the probability is zero, which is obviously independent of μ; so only the case X 1 = X 2 = x is of interest. In that case the numerator is
μ 2 x e 2 μ x ! 2
and the denominator is
k = 0 μ 2 k e 2 μ k ! 2 = e 2 μ I 0 ( 2 μ ) ,
where I 0 is a modified Bessel function of the first kind. Thus
P ( X 1 = X 2 = x T = 0 ) = μ 2 x x ! 2 I 0 ( 2 μ ) ,
which depends on μ.

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