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BUILT-IN MATHEMATICA SYMBOL
InverseGammaDistribution
InverseChiSquareDistribution
See Also »
|
Heavy Tail Distributions
Parametric Statistical Distributions
Summary of New Features in 7.0
New in 7.0: Alphabetical Listing
More About »
LevyDistribution
LevyDistribution
represents a Lévy distribution with location parameter
and dispersion parameter
.
MORE INFORMATION
The probability density for value
in a Lévy distribution is proportional to
.
»
The Lévy distribution
LevyDistribution
is a special case of the inverse gamma distribution with
and
.
»
LevyDistribution
allows
to be any real number and
to be any positive real number.
LevyDistribution
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 of a Lévy distribution are infinite:
Median:
Probability density function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
In[3]:=
Out[3]=
Cumulative distribution function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
In[3]:=
Out[3]=
Mean and variance of a Lévy distribution are infinite:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Median:
In[1]:=
Out[1]=
Scope
(5)
Generate a set of pseudorandom numbers that are Lévy 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:
Moments of order
do not exist:
Generalized moments exist for order
:
Hazard function:
Quantile function:
Applications
(1)
Find the full width at half-maximum of the van der Waals spectral profile:
Compute the location of the maximum:
Solve for the half-maximum points:
Find the width:
The frequency of the emitted particle is more likely to be greater than the mode:
Properties & Relations
(8)
Parameter influence on the CDF for each
:
Lévy distribution is closed under translation and scaling by a positive factor:
Lévy distribution is closed under addition:
Relationships to other distributions:
LevyDistribution
is a special case of
InverseGammaDistribution
:
Lévy distribution is a special case of type 5
PearsonDistribution
:
Lévy distribution is a transformation of a
NormalDistribution
:
With scale:
Lévy distribution is a
StableDistribution
:
Possible Issues
(2)
LevyDistribution
is not defined when
is not a real number:
LevyDistribution
is not defined when
is not a positive real number:
Substitution of invalid parameters into symbolic outputs gives results that are not meaningful:
SEE ALSO
InverseGammaDistribution
InverseChiSquareDistribution
MORE ABOUT
Heavy Tail Distributions
Parametric Statistical Distributions
Summary of New Features in 7.0
New in 7.0: Alphabetical Listing
New in 7