Class LogNormalLevenbergMarquardtKDEEstimator
- java.lang.Object
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- elki.math.statistics.distribution.estimator.LogNormalLevenbergMarquardtKDEEstimator
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- All Implemented Interfaces:
DistributionEstimator<LogNormalDistribution>
public class LogNormalLevenbergMarquardtKDEEstimator extends java.lang.Object implements DistributionEstimator<LogNormalDistribution>
Distribution parameter estimation using Levenberg-Marquardt iterative optimization and a kernel density estimation.Note: this estimator is rather expensive, and needs optimization in the KDE phase, which currently is O(n²)!
This estimator is primarily attractive when only part of the distribution was observed.
- Since:
- 0.6.0
- Author:
- Erich Schubert
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Nested Class Summary
Nested Classes Modifier and Type Class Description static class
LogNormalLevenbergMarquardtKDEEstimator.Par
Parameterization class.
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Field Summary
Fields Modifier and Type Field Description static LogNormalLevenbergMarquardtKDEEstimator
STATIC
Static estimator for small sample sizes and partial data.
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Constructor Summary
Constructors Modifier Constructor Description private
LogNormalLevenbergMarquardtKDEEstimator()
Constructor.
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Method Summary
All Methods Instance Methods Concrete Methods Modifier and Type Method Description <A> LogNormalDistribution
estimate(A data, NumberArrayAdapter<?,A> adapter)
General form of the parameter estimationjava.lang.Class<? super LogNormalDistribution>
getDistributionClass()
Get the class that is produced by the estimator.java.lang.String
toString()
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Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait
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Methods inherited from interface elki.math.statistics.distribution.estimator.DistributionEstimator
estimate
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Field Detail
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STATIC
public static final LogNormalLevenbergMarquardtKDEEstimator STATIC
Static estimator for small sample sizes and partial data.
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Method Detail
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estimate
public <A> LogNormalDistribution estimate(A data, NumberArrayAdapter<?,A> adapter)
Description copied from interface:DistributionEstimator
General form of the parameter estimation- Specified by:
estimate
in interfaceDistributionEstimator<LogNormalDistribution>
- Parameters:
data
- Data setadapter
- Number array adapter- Returns:
- Estimated distribution
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getDistributionClass
public java.lang.Class<? super LogNormalDistribution> getDistributionClass()
Description copied from interface:DistributionEstimator
Get the class that is produced by the estimator.- Specified by:
getDistributionClass
in interfaceDistributionEstimator<LogNormalDistribution>
- Returns:
- Distribution class
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toString
public java.lang.String toString()
- Overrides:
toString
in classjava.lang.Object
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