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Slash distribution

In probability theory, the slash distribution is the probability distribution of a standard normal variate divided by an independent standard uniform variate. In other words, if the random variable Z has a normal distribution with zero mean and unit variance, the random variable U has a uniform distribution on [0,1] and Z and U are statistically independent, then the random variable XZ / U has a slash distribution. The slash distribution is an example of a ratio distribution. The distribution was named by William H. Rogers and John Tukey in a paper published in 1972.

The probability density function (pdf) is

f ( x ) = φ ( 0 ) − φ ( x ) x 2 . {\displaystyle f(x)={\frac {\varphi (0)-\varphi (x)}{x^{2}}}.}

where φ ( x ) {\displaystyle \varphi (x)} is the probability density function of the standard normal distribution. The quotient is undefined at x = 0, but the discontinuity is removable:

lim x → 0 f ( x ) = φ ( 0 ) 2 = 1 2 2 π {\displaystyle \lim _{x\to 0}f(x)={\frac {\varphi (0)}{2}}={\frac {1}{2{\sqrt {2\pi }}}}}

The most common use of the slash distribution is in simulation studies. It is a useful distribution in this context because it has heavier tails than a normal distribution, but it is not as pathological as the Cauchy distribution.

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See also

 This article incorporates public domain material from the National Institute of Standards and Technology

References

  1. Davison, Anthony Christopher; Hinkley, D. V. (1997). Bootstrap methods and their application. Cambridge University Press. p. 484. ISBN 978-0-521-57471-6. Retrieved 24 September 2012. 978-0-521-57471-6

  2. Rogers, W. H.; Tukey, J. W. (1972). "Understanding some long-tailed symmetrical distributions". Statistica Neerlandica. 26 (3): 211–226. doi:10.1111/j.1467-9574.1972.tb00191.x. /wiki/John_Tukey

  3. "SLAPDF". Statistical Engineering Division, National Institute of Science and Technology. Retrieved 2009-07-02. http://www.itl.nist.gov/div898/software/dataplot/refman2/auxillar/slapdf.htm

  4. "SLAPDF". Statistical Engineering Division, National Institute of Science and Technology. Retrieved 2009-07-02. http://www.itl.nist.gov/div898/software/dataplot/refman2/auxillar/slapdf.htm