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Given a Poisson distribution with rate of change , the distribution of waiting times between successive changes (with
) is
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(1) |
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(2) |
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(3) |
and the probability distribution function is
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(4) |
It is implemented in the Wolfram Language as ExponentialDistribution[lambda].
The exponential distribution is the only continuous memoryless random distribution. It is a continuous analog of the geometric distribution.
This distribution is properly normalized since
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(5) |
The raw moments are given by
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(6) |
the first few of which are therefore 1, ,
,
,
, .... Similarly, the central moments are
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(7) |
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(8) |
where is an incomplete gamma function and
is a subfactorial, giving the first few as 1, 0,
,
,
,
, ... (OEIS A000166).
The mean, variance, skewness, and kurtosis excess are therefore
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(9) |
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(10) |
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(11) |
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(12) |
The characteristic function is
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(13) |
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(14) |
where is the Heaviside step function and
is the Fourier transform with parameters
.
If a generalized exponential probability function is defined by
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(15) |
for , then the characteristic function is
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(16) |
The central moments are
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(17) |
and the raw moments are
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(18) |
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(19) |
and the mean, variance, skewness, and kurtosis excess are
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(20) |
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(21) |
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(22) |
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(23) |
REFERENCES:
Balakrishnan, N. and Basu, A. P. The Exponential Distribution: Theory, Methods, and Applications. New York: Gordon and Breach, 1996.
Beyer, W. H. CRC Standard Mathematical Tables, 28th ed. Boca Raton, FL: CRC Press, pp. 534-535, 1987.
Sloane, N. J. A. Sequence A000166/M1937 in "The On-Line Encyclopedia of Integer Sequences."
Spiegel, M. R. Theory and Problems of Probability and Statistics. New York: McGraw-Hill, p. 119, 1992.
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