X,Y are i.i.d. random variables with mean mu, and taking values in {0,1,2,...}.Suppose for all m ge 0, P(X=k|X+Y=m)=1/(m+1), k=0,1,...m. Find the distribution of X in terms of mu.

motsetjela

motsetjela

Answered question

2022-08-12

Characterization of the geometric distribution
X,Y are i.i.d. random variables with mean μ, and taking values in {0,1,2,...}.Suppose for all m 0, P ( X = k | X + Y = m ) = 1 m + 1 , k = 0 , 1 , . . . m. Find the distribution of X in terms of μ.

Answer & Explanation

Erika Brady

Erika Brady

Beginner2022-08-13Added 19 answers

Step 1
We have P ( X = k | X + Y = m ) = P ( X = k & Y = m k ) P ( X + Y = m ) = p k p m k j = 0 m p j p m j = 1 m + 1
for all 0 k m + 1. In particular, we have p 0 p m = p 1 p m 1 = p 2 p m 2 = = p m p 0 .
This gives p 1 p 0 = p m p m 1 for all m 1, so that p m / p m 1 is a constant for all m 1 and this characterizes X as a geometric distribution.
Step 2
It seems like we may use generating function as well. If we put f ( x ) = k 0 p k x k , then the identity actually gives a differential equation f ( x ) 2 = p 0 ( f ( x ) + x f ( x ) ) = p 0 ( x f ( x ) ) with f ( 1 ) = 1 and f ( 1 ) = μ. I think this will also show that X,Y follows geometric distribution.

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