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In [[probability theory]] and [[statistics]], the '''log-Laplace distribution''' is the [[probability distribution]] of a [[random variable]] whose [[logarithm]] has a [[Laplace distribution]]. If ''X'' has a [[Laplace distribution]] with parameters ''&mu;'' and ''b'', then ''Y'' = ''e''<sup>''X''</sup> has a log-Laplace distribution.  The distributional properties can be derived from the Laplace distribution.
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==Characterization==
===Probability density function===
A [[random variable]] has a Laplace(''&mu;'', ''b'') distribution if its [[probability density function]] is:<ref>{{cite book|title=Statistical analysis of stochastic processes in time|author=Lindsey, J.K.|page=33|year=2004|publisher=Cambridge University Press|isbn=978-0-521-83741-5}}</ref>
 
:<math>f(x|\mu,b) = \frac{1}{2bx} \exp \left( -\frac{|\ln x-\mu|}{b} \right) \,\!</math>
::<math>    = \frac{1}{2bx}
    \left\{\begin{matrix}
      \exp \left( -\frac{\mu-\ln x}{b} \right) & \mbox{if }x < \mu
      \\[8pt]
      \exp \left( -\frac{\ln x-\mu}{b} \right) & \mbox{if }x \geq \mu
    \end{matrix}\right.
  </math>
 
 
The [[cumulative distribution function]] for ''Y'' when ''y'' > 0, is
 
: <math>F(y) = 0.5\,[1 + \sgn(\log(y)-\mu)\,(1-\exp(-|\log(y)-\mu|/b))].</math>
 
Versions of the log-Laplace distribution based on an [[asymmetry|asymmetric]] Laplace distribution also exist.<ref name=growth/> Depending on the parameters, including asymmetry, the log-Laplace may or may not have a finite [[mean]] and a finite [[variance]].<ref name=growth>{{cite web|title=A  Log-Laplace Growth Rate Model|url=http://wolfweb.unr.edu/homepage/tkozubow/0_logs.pdf|author=Kozubowski, T.J. & Podgorski, K.|page=4|publisher=University of Nevada-Reno|accessdate=2011-10-21}}</ref>
 
==References==
{{reflist}}
 
{{ProbDistributions|continuous-semi-infinite}}
 
[[Category:Continuous distributions]]
[[Category:Probability distributions with non-finite variance]]
{{probability-stub}}
[[Category:Probability distributions]]

Latest revision as of 18:37, 26 August 2014

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