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Discrete distribution

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A probability distribution (concentrated) on a finite or countably infinite set of points of a sampling space . More exactly, let be the sample points and let

(1)

be numbers satisfying the conditions

(2)

Relations (1) and (2) fully define a discrete distribution on the space , since the probability measure of any set is defined by the equation

Accordingly, the distribution of a random variable is said to be discrete if it assumes, with probability one, a finite or a countably infinite number of distinct values with probabilities . In the case of a distribution on the real line, the distribution function has jumps at the points equal to , and is constant in the intervals . The following discrete distributions occur most frequently: the binomial distribution, the geometric distribution, the hypergeometric distribution, the negative binomial distribution, the multinomial distribution, and the Poisson distribution.


Comments

A word of caution. In the Russian literature, , whereas in Western literature . So the distribution functions are slightly different: left continuous in the Russian literature, and right continuous in the Western literature.

How to Cite This Entry:
Discrete distribution. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Discrete_distribution&oldid=20903
This article was adapted from an original article by A.V. Prokhorov (originator), which appeared in Encyclopedia of Mathematics - ISBN 1402006098. See original article