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Bates distribution : ウィキペディア英語版
Bates distribution

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In probability and statistics, the Bates distribution, named after Grace Bates, is a probability distribution of the mean of a number of statistically independent uniformly distributed random variables on the unit interval.〔Jonhson, N.L.; Kotz, S.; Balakrishnan (1995) ''Continuous Univariate Distributions'', Volume 2, 2nd Edition, Wiley ISBN 0-471-58494-0(Section 26.9)〕 This distribution is sometimes confused with the Irwin–Hall distribution, which is the distribution of the sum (not mean) of n independent random variables uniformly distributed from 0 to 1.
==Definition==
The Bates distribution is the continuous probability distribution of the mean, ''X'', of ''n'' independent uniformly distributed random variables on the unit interval, ''Ui'':
:
X = \frac\sum_^n U_k.

The equation defining the probability density function of a Bates distribution random variable x is
:
f_X(x;n)=\frac\sum_^\left(-1\right)^k\left(nx-k\right)^\sgn(nx-k)

for ''x'' in the interval (0,1), and zero elsewhere. Here sgn(''x − k'') denotes the sign function:
: \sgn\left(nx-k\right) = \begin
-1 & nx < k \\
0 & nx = k \\
1 & nx > k. \end

More generally, the mean of ''n'' independent uniformly distributed random variables on the interval ()
:
X_ = \frac\sum_^n U_k(a,b).

would have the probability density function (PDF) of
: g(x;n,a,b) = f_X\left(\frac;n\right) \text a \leq x \leq b \,
Therefore the PDF of the distribution is
PDF = \begin
\sum_^n (-1)^k \binom \left( \frac-k/n \right)^ \sgn\left( \frac-k/n \right) & \text x\in()\\
0 & \text
\end

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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