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The geometric distribution is a discrete distribution for , 1, 2, ... having probability density function
(1) |
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(2) |
where , , and distribution function is
(3) |
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(4) |
The geometric distribution is the only discrete memoryless random distribution. It is a discrete analog of the exponential distribution.
Note that some authors (e.g., Beyer 1987, p. 531; Zwillinger 2003, pp. 630-631) prefer to define the distribution instead for , 2, ..., while the form of the distribution given above is implemented in the Wolfram Language as GeometricDistribution[p].
is normalized, since
(5) |
The raw moments are given analytically in terms of the polylogarithm function,
(6) |
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(7) |
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(8) |
This gives the first few explicitly as
(9) |
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(10) |
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(11) |
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The central moments are given analytically in terms of the Lerch transcendent as
(13) |
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(14) |
This gives the first few explicitly as
(15) |
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(16) |
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(17) |
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(19) |
so the mean, variance, skewness, and kurtosis excess are given by
(20) |
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(21) |
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(22) |
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(23) |
For the case (corresponding to the distribution of the number of coin tosses needed to win in the Saint Petersburg paradox) the formula (23) gives
(24) |
The first few raw moments are therefore 1, 3, 13, 75, 541, .... Two times these numbers are OEIS A000629, which have exponential generating functions and . The mean, variance, skewness, and kurtosis excess of the case are given by
(25) |
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(26) |
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(27) |
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(28) |
The characteristic function is given by
(29) |
The first cumulant of the geometric distribution is
(30) |
and subsequent cumulants are given by the recurrence relation
(31) |
The mean deviation of the geometric distribution is
(32) |
where is the floor function.
REFERENCES:
Beyer, W. H. CRC Standard Mathematical Tables, 28th ed. Boca Raton, FL: CRC Press, pp. 531-532, 1987.
Sloane, N. J. A. Sequence A000629 in "The On-Line Encyclopedia of Integer Sequences."
Spiegel, M. R. Theory and Problems of Probability and Statistics. New York: McGraw-Hill, p. 118, 1992.
Zwillinger, D. (Ed.). CRC Standard Mathematical Tables and Formulae, 31st ed. Boca Raton, FL: CRC Press, pp. 630-631, 2003.
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