Are there other similar discrete probability distributions where the probability of random variable Y taking on value n is given by e.g. the n-th term in the series expansion of a function divided by the closed form of the function?

lexi13xoxla

lexi13xoxla

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2022-08-15

Are there other similar discrete probability distributions where the probability of random variable Y taking on value n is given by e.g. the n-th term in the series expansion of a function divided by the closed form of the function?
Conversely, does this mean that every function with a series expansion has a corresponding discrete probability distribution? Which are the more commonly known functions and their corresponding probability distributions?

Answer & Explanation

Kyle George

Kyle George

Beginner2022-08-16Added 22 answers

Step 1
For any probability distribution p supported on the nonnegative integers, the series f ( z ) = n = 0 p ( n ) z n defines the probability generating function of p. It is analytic on (at least) | z | < 1. If X is a random variable with distribution p, f ( z ) = E [ z X ].
Step 2
If f(z) is analytic in | z | < 1 with f ( 1 ) = 1 and all its Maclaurin series coefficients are nonnegative, then f(z) is the probability generating function of a probability distribution supported on the nonnegative integers.

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