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Parametric Statistical Distributions
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Bounded Domain Distributions
>
PERTDistribution
>
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Mathematics and Algorithms
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Statistical Data Analysis
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Probability & Statistics
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Parametric Statistical Distributions
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Bounded Domain Distributions
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PERTDistribution
>
BUILT-IN MATHEMATICA SYMBOL
BetaDistribution
TriangularDistribution
See Also »
|
Bounded Domain Distributions
New in 8.0: Alphabetical Listing
More About »
PERTDistribution
PERTDistribution
represents a PERT distribution with range
min
to
max
and maximum at
c
.
PERTDistribution
represents a modified PERT distribution with shape parameter
.
MORE INFORMATION
PERTDistribution
is used for project completion time analysis within PERT (program evaluation and review technique) and is effectively a reparametrized
BetaDistribution
.
PERTDistribution
is also known as beta-PERT distribution.
PERTDistribution
is equivalent to
TransformedDistribution
[
min
+
x
(
max
-
min
),
x
BetaDistribution
[1+
, 1+
]]
.
PERTDistribution
allows
min
,
max
, and
c
to be any real numbers such that
and
is any non-negative real number.
PERTDistribution
can be used with such functions as
Mean
,
CDF
, and
RandomVariate
.
EXAMPLES
CLOSE ALL
Basic Examples
(5)
Probability density function:
Cumulative distribution function:
Mean:
Variance:
Median:
Probability density function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
In[3]:=
Out[3]=
In[4]:=
Out[4]=
Cumulative distribution function:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
In[3]:=
Out[3]=
In[4]:=
Out[4]=
Mean:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Variance:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Median:
In[1]:=
Out[1]=
In[2]:=
Out[2]=
Scope
(7)
Generate a set of pseudorandom numbers that are PERT distributed:
Compare its histogram to the PDF:
Distribution parameters estimation:
Estimate the distribution parameters from sample data:
Compare the density histogram of the sample with the PDF of the estimated distribution:
Skewness:
For large
, the modified PERT distribution becomes symmetric:
Limiting values:
Kurtosis:
For large
, kurtosis nears the kurtosis of
NormalDistribution
:
Limiting values:
Different moments with closed forms as functions of parameters:
Moment
:
Closed form for symbolic order:
CentralMoment
:
Closed form for symbolic order:
FactorialMoment
:
Cumulant
:
Hazard function:
Quantile function:
Applications
(2)
An expert estimates that a project which takes from 4 to 6 months to complete will take 5 months and 1 week:
The distribution of the project completion time:
Find the expected completion time and its standard deviation:
Find the probability of the project taking longer to complete:
Use
PERTDistribution
as a smooth alternative to
TriangularDistribution
:
Properties & Relations
(7)
Parameter influence on the CDF for each
:
PERT distribution is closed under translation and scaling by a positive factor:
Relationships to other distributions:
PERTDistribution
with shape parameter simplifies to
PERTDistribution
:
PERT distribution is a transformation of
BetaDistribution
:
BetaDistribution
is a special case of
PERTDistribution
on unit interval:
BetaDistribution
is a special case of
PERTDistribution
with shape parameter:
SEE ALSO
BetaDistribution
TriangularDistribution
MORE ABOUT
Bounded Domain Distributions
New in 8.0: Alphabetical Listing
New in 8