Class FourthMoment
- java.lang.Object
-
- org.apache.commons.math.stat.descriptive.AbstractUnivariateStatistic
-
- org.apache.commons.math.stat.descriptive.AbstractStorelessUnivariateStatistic
-
- org.apache.commons.math.stat.descriptive.moment.FirstMoment
-
- org.apache.commons.math.stat.descriptive.moment.SecondMoment
-
- org.apache.commons.math.stat.descriptive.moment.ThirdMoment
-
- org.apache.commons.math.stat.descriptive.moment.FourthMoment
-
- All Implemented Interfaces:
java.io.Serializable
,StorelessUnivariateStatistic
,UnivariateStatistic
public class FourthMoment extends ThirdMoment implements java.io.Serializable
Computes a statistic related to the Fourth Central Moment. Specifically, what is computed is the sum of(x_i - xbar) ^ 4,
where the x_i are the sample observations and xbar is the sample mean.
The following recursive updating formula is used:
Let
- dev = (current obs - previous mean)
- m2 = previous value of
SecondMoment
- m2 = previous value of
ThirdMoment
- n = number of observations (including current obs)
new value = old value - 4 * (dev/n) * m3 + 6 * (dev/n)^2 * m2 +
[n^2 - 3 * (n-1)] * dev^4 * (n-1) / n^3Returns
Double.NaN
if no data values have been added and returns0
if there is just one value in the data set.Note that this implementation is not synchronized. If multiple threads access an instance of this class concurrently, and at least one of the threads invokes the
increment()
orclear()
method, it must be synchronized externally.- Version:
- $Revision: 811685 $ $Date: 2009-09-05 19:36:48 +0200 (sam. 05 sept. 2009) $
- See Also:
- Serialized Form
-
-
Field Summary
Fields Modifier and Type Field Description protected double
m4
fourth moment of values that have been added-
Fields inherited from class org.apache.commons.math.stat.descriptive.moment.ThirdMoment
m3, nDevSq
-
Fields inherited from class org.apache.commons.math.stat.descriptive.moment.SecondMoment
m2
-
Fields inherited from class org.apache.commons.math.stat.descriptive.moment.FirstMoment
dev, m1, n, nDev
-
-
Constructor Summary
Constructors Constructor Description FourthMoment()
Create a FourthMoment instanceFourthMoment(FourthMoment original)
Copy constructor, creates a newFourthMoment
identical to theoriginal
-
Method Summary
All Methods Static Methods Instance Methods Concrete Methods Modifier and Type Method Description void
clear()
Clears the internal state of the StatisticFourthMoment
copy()
Returns a copy of the statistic with the same internal state.static void
copy(FourthMoment source, FourthMoment dest)
Copies source to dest.double
getResult()
Returns the current value of the Statistic.void
increment(double d)
Updates the internal state of the statistic to reflect the addition of the new value.-
Methods inherited from class org.apache.commons.math.stat.descriptive.moment.ThirdMoment
copy
-
Methods inherited from class org.apache.commons.math.stat.descriptive.moment.SecondMoment
copy
-
Methods inherited from class org.apache.commons.math.stat.descriptive.moment.FirstMoment
copy, getN
-
Methods inherited from class org.apache.commons.math.stat.descriptive.AbstractStorelessUnivariateStatistic
equals, evaluate, evaluate, hashCode, incrementAll, incrementAll
-
Methods inherited from class org.apache.commons.math.stat.descriptive.AbstractUnivariateStatistic
evaluate, getData, getDataRef, setData, setData, test, test
-
-
-
-
Constructor Detail
-
FourthMoment
public FourthMoment()
Create a FourthMoment instance
-
FourthMoment
public FourthMoment(FourthMoment original)
Copy constructor, creates a newFourthMoment
identical to theoriginal
- Parameters:
original
- theFourthMoment
instance to copy
-
-
Method Detail
-
increment
public void increment(double d)
Updates the internal state of the statistic to reflect the addition of the new value.- Specified by:
increment
in interfaceStorelessUnivariateStatistic
- Overrides:
increment
in classThirdMoment
- Parameters:
d
- the new value.
-
getResult
public double getResult()
Returns the current value of the Statistic.- Specified by:
getResult
in interfaceStorelessUnivariateStatistic
- Overrides:
getResult
in classThirdMoment
- Returns:
- value of the statistic,
Double.NaN
if it has been cleared or just instantiated.
-
clear
public void clear()
Clears the internal state of the Statistic- Specified by:
clear
in interfaceStorelessUnivariateStatistic
- Overrides:
clear
in classThirdMoment
-
copy
public FourthMoment copy()
Returns a copy of the statistic with the same internal state.- Specified by:
copy
in interfaceStorelessUnivariateStatistic
- Specified by:
copy
in interfaceUnivariateStatistic
- Overrides:
copy
in classThirdMoment
- Returns:
- a copy of the statistic
-
copy
public static void copy(FourthMoment source, FourthMoment dest)
Copies source to dest.Neither source nor dest can be null.
- Parameters:
source
- FourthMoment to copydest
- FourthMoment to copy to- Throws:
java.lang.NullPointerException
- if either source or dest is null
-
-