Difference between revisions of "Geometric distribution"
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The '''geometric distribution''' is a discrete distribution which describes the | The '''geometric distribution''' is a discrete distribution which describes the | ||
| − | number of repetitions of a [[Bernoulli experiment]] to get a success. Therefore | + | number of repetitions of a [[Bernoulli experiment]] to get a success. Therefore, |
its support are the positive integers, {1,2,3,…} | its support are the positive integers, {1,2,3,…} | ||
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Some authors describe the geometric distribution as the number of repetitions | Some authors describe the geometric distribution as the number of repetitions | ||
until the first success, its support being the non-negative integers | until the first success, its support being the non-negative integers | ||
| − | {0,1,2,…} | + | {0,1,2,…} |
| − | == Mean | + | == Mean and Variance == |
The [[mean]] for a [[random variable]] ''X'' following a geometric distribution | The [[mean]] for a [[random variable]] ''X'' following a geometric distribution | ||
with a probability of success ''p'' (and ''q'' = 1 - ''p'') is | with a probability of success ''p'' (and ''q'' = 1 - ''p'') is | ||
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<math>\mathbf{E}[X] = \sum_{n=0}^{\infty} (n+1) q^n | <math>\mathbf{E}[X] = \sum_{n=0}^{\infty} (n+1) q^n | ||
p</math><math>=\frac{p}{(1-q)^2}= \frac{1}{p}</math> | p</math><math>=\frac{p}{(1-q)^2}= \frac{1}{p}</math> | ||
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| + | The variance can be calculated similarly: | ||
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| + | <math>Var(X) = \frac{1-p}{p^2}</math>. | ||
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| + | == Probability-generating function == | ||
| + | The [[probability-generating function]] <math>G_X(z) = \sum_{n=0}^\infty z^n \cdot \mathbf{P}[X=n]</math> is: | ||
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| + | <math>G_X(z) = \frac{z\,p}{1-z(1-p)}</math>. | ||
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| + | [[Category:Probability and Statistics]] | ||
Latest revision as of 17:59, July 18, 2016
The geometric distribution is a discrete distribution which describes the number of repetitions of a Bernoulli experiment to get a success. Therefore, its support are the positive integers, {1,2,3,…}
Alternative definition
Some authors describe the geometric distribution as the number of repetitions until the first success, its support being the non-negative integers {0,1,2,…}
Mean and Variance
The mean for a random variable X following a geometric distribution with a probability of success p (and q = 1 - p) is
The variance can be calculated similarly:
.
Probability-generating function
The probability-generating function is:
.