The negative binomial distribution, also known as the Pascal distribution or Pólya distribution, gives the probability of successes and
failures in
trials, and success on the
th trial. The probability
density function is therefore given by
where
is a binomial coefficient. The distribution
function is then given by
where
is the gamma function,
is a regularized
hypergeometric function, and
is a regularized
beta function.
The negative binomial distribution is implemented in the Wolfram Language as NegativeBinomialDistribution[r, p].
Defining
the characteristic function is given by
|
(9) |
and the moment-generating function by
|
(10) |
Since ,
The raw moments are therefore
where
|
(19) |
and
is the Pochhammer symbol. (Note that Beyer 1987,
p. 487, apparently gives the mean incorrectly.)
This gives the central moments as
The mean, variance, skewness and kurtosis excess are then
which can also be written
The first cumulant is
|
(31) |
and subsequent cumulants are given by the recurrence relation
|
(32) |
See also
Explore with Wolfram|Alpha
References
Beyer, W. H. CRC Standard Mathematical Tables, 28th ed. Boca Raton, FL: CRC Press, p. 533, 1987.Spiegel, M. R. Theory and Problems of Probability and Statistics. New York: McGraw-Hill, p. 118, 1992.
Referenced on Wolfram|Alpha
Negative Binomial Distribution
Cite this as:
Weisstein, Eric W. "Negative Binomial Distribution." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/NegativeBinomialDistribution.html