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ExpGammaDistribution
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BUILT-IN MATHEMATICA SYMBOL
GammaDistribution
LogGammaDistribution
ExtremeValueDistribution
See Also »
|
Exponential-Related Distributions
New in 8.0: Alphabetical Listing
More About »
ExpGammaDistribution
ExpGammaDistribution
represents an exp-gamma distribution with shape parameter
, scale parameter
, and location parameter
.
MORE INFORMATION
ExpGammaDistribution
is at times confused with
LogGammaDistribution
.
ExpGammaDistribution
is also known as generalized extreme value distribution.
The survival function for value
in an exp-gamma distribution is proportional to
.
ExpGammaDistribution
allows
and
to be any positive real numbers and
any real number.
ExpGammaDistribution
can be used with such functions as
Mean
,
CDF
, and
RandomVariate
.
EXAMPLES
CLOSE ALL
Basic Examples
(4)
Probability density function:
Cumulative distribution function:
Mean and variance:
Median:
Probability density function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Cumulative distribution function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Mean and variance:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Median:
In[1]:=
Out[1]=
Scope
(7)
Generate a set of pseudorandom numbers that are exp-gamma distributed:
Compare its histogram to the PDF:
Distribution parameters estimation:
Estimate the distribution parameters from sample data:
Compare a density histogram of the sample with the PDF of the estimated distribution:
Skewness depends only on the shape parameter
:
Limiting values:
Kurtosis depends only on the shape parameter
:
Limiting values:
Different moments with closed forms as functions of parameters:
Moment
:
CentralMoment
:
FactorialMoment
:
Cumulant
:
Closed form for symbolic order:
Hazard function:
Quantile function:
Applications
(1)
ExpGammaDistribution
can be used to model monthly maximum wind speeds:
Fit the distribution into the data:
Compare the histogram of the data with the PDF of the estimated distribution:
Find the probability of monthly maximum wind exceeding 70 km/h:
Find the average monthly maximum wind speed:
Simulate maximum wind speed for 30 months:
Properties & Relations
(7)
Parameter influence on the CDF for each
:
Exp-gamma distribution is closed under translation and scaling by a positive factor:
Relationships to other distributions:
ExpGammaDistribution
is a transformation of
GammaDistribution
:
GumbelDistribution
is a special case of
ExpGammaDistribution
:
Exp-gamma distribution is a special case of
MinStableDistribution
:
MoyalDistribution
is a transformed
ExpGammaDistribution
:
SEE ALSO
GammaDistribution
LogGammaDistribution
ExtremeValueDistribution
MORE ABOUT
Exponential-Related Distributions
New in 8.0: Alphabetical Listing
New in 8