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I have a geometric r.v. p(1-p)^(n-1), n = 1, 2, 3, 4, ...

I was able to figure out the conditional mean conditioned on X > a. My answer to this is E[X] + a. I am pretty sure that is correct but if not can anyone let me know where I went wrong.

I am not able to find the conditional pmf for the same condition. Any pointers that can help? Thanks

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    The answer is simplest if $a$ is a non-negative integer. Use the memorylessness of the geometric, or prove it. In the second part, you will be essentially proving memorylessness. Again, it is simplest if $a$ is a non-negative integer. – André Nicolas Mar 08 '15 at 23:08

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Write $X \sim \operatorname{Geo}(p)$ as your RV. Bayes's theorem: $$ P(X=r \mid X>a ) = \frac{P(X>a \mid X=r)P(X=r)}{P(X>a)}. $$ The first term in the numerator is just $1$ when $r>a$. Can you see how to do the rest?

Chappers
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