net.sourceforge.cilib.functions.clustering
Class IntraClusterDistance

java.lang.Object
  extended by net.sourceforge.cilib.functions.Function
      extended by net.sourceforge.cilib.functions.ContinuousFunction
          extended by net.sourceforge.cilib.functions.clustering.ClusteringFitnessFunction
              extended by net.sourceforge.cilib.functions.clustering.IntraClusterDistance
All Implemented Interfaces:
Serializable, Cloneable

public class IntraClusterDistance
extends ClusteringFitnessFunction

This clustering fitness function will probably never be used to train on directly. The main reason why it has been implemented is to be able to take measurements of the intra-cluster distance via the GenericFunctionMeasurement class. NOTE: By default, the cluster center refers to the cluster centroid. See ClusterCenterStrategy.

Author:
Theuns Cloete
See Also:
Serialized Form

Field Summary
 
Fields inherited from class net.sourceforge.cilib.functions.clustering.ClusteringFitnessFunction
arrangedCentroids, arrangedClusters, clusterCenterStrategy, clustersFormed, helper
 
Constructor Summary
IntraClusterDistance()
           
 
Method Summary
 double calculateFitness()
           
 IntraClusterDistance getClone()
          Create a cloned copy of the current object and return it.
 
Methods inherited from class net.sourceforge.cilib.functions.clustering.ClusteringFitnessFunction
calculateAverageIntraClusterDistance, calculateAverageSetDistance, calculateClusterDiameter, calculateIntraClusterDistance, calculateMaximumAverageDistance, calculateMaximumInterClusterDistance, calculateMaximumSetDistance, calculateMinimumInterClusterDistance, calculateMinimumSetDistance, calculateQuantisationError, evaluate, getMaximum, getMinimum, setClusterCenterStrategy, validateFitness, worstFitness
 
Methods inherited from class net.sourceforge.cilib.functions.ContinuousFunction
evaluate
 
Methods inherited from class net.sourceforge.cilib.functions.Function
getBehavioralDomainRegistry, getDimension, getDomain, getDomainRegistry, setBehavioralDomain, setBehaviouralDomainRegistry, setDomain
 
Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait
 

Constructor Detail

IntraClusterDistance

public IntraClusterDistance()
Method Detail

calculateFitness

public double calculateFitness()
Specified by:
calculateFitness in class ClusteringFitnessFunction

getClone

public IntraClusterDistance getClone()
Create a cloned copy of the current object and return it. In general the created copy will be a deep copy of the provided instance. As a result this operation an be quite expensive if used incorrectly.

Specified by:
getClone in interface Cloneable
Specified by:
getClone in class ClusteringFitnessFunction
Returns:
An exact clone of the current object instance.
See Also:
Object.clone()


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