Package ai.libs.jaicore.ml.core.filter.sampling.inmemory

Class GmeansSampling<I extends IClusterableInstance,D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<I>>

java.lang.Object

ai.libs.jaicore.basic.algorithm.AAlgorithm<D,D>

ai.libs.jaicore.ml.core.filter.sampling.inmemory.ASamplingAlgorithm<D>

ai.libs.jaicore.ml.core.filter.sampling.inmemory.ClusterSampling<I,D>

ai.libs.jaicore.ml.core.filter.sampling.inmemory.GmeansSampling<I,D>

All Implemented Interfaces:

java.lang.Iterable<org.api4.java.algorithm.events.IAlgorithmEvent>, java.util.concurrent.Callable<D>, java.util.Iterator<org.api4.java.algorithm.events.IAlgorithmEvent>, org.api4.java.ai.ml.core.filter.unsupervised.sampling.ISamplingAlgorithm<D>, org.api4.java.algorithm.IAlgorithm<D,D>, org.api4.java.common.control.ICancelable, org.api4.java.common.control.ILoggingCustomizable, org.api4.java.common.event.IEventEmitter<java.lang.Object>, org.api4.java.common.event.IRelaxedEventEmitter

public class GmeansSampling<I extends IClusterableInstance,D extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<I>>
extends ClusterSampling<I,D>

Implementation of a sampling method using gmeans-clustering. This algorithm produces clusters of the given points and checks weather all points in a cluster have the same target Attribute. If yes only the point nearest to the center is added, otherwise the whole cluster is added to the sample.

Caution: This does ignore the given sample size!

Field Summary

Fields inherited from class ai.libs.jaicore.ml.core.filter.sampling.inmemory.ClusterSampling

clusterResults, currentCluster, distanceMeassure, seed

Fields inherited from class ai.libs.jaicore.ml.core.filter.sampling.inmemory.ASamplingAlgorithm

sample, sampleSize

Constructor Summary

Constructors

Constructor	Description
GmeansSampling(int maxIterationsInInnerLoop, long seed, D input)
GmeansSampling(int maxIterationsInInnerLoop, long seed, org.apache.commons.math3.ml.distance.DistanceMeasure dist, D input)
GmeansSampling(long seed, D input)
GmeansSampling(long seed, org.apache.commons.math3.ml.distance.DistanceMeasure dist, D input)

Method Summary

Modifier and Type	Method	Description
org.api4.java.algorithm.events.IAlgorithmEvent	nextWithException()

Methods inherited from class ai.libs.jaicore.ml.core.filter.sampling.inmemory.ClusterSampling

doAlgorithmStep, getClusterResults, setClusterResults, setDistanceMeassure

Methods inherited from class ai.libs.jaicore.ml.core.filter.sampling.inmemory.ASamplingAlgorithm

call, doInactiveStep, getComplementOfLastSample, getLogger, getLoggerName, getSampleSize, nextSample, setLoggerName, setSampleSize, setSampleSize

Methods inherited from class ai.libs.jaicore.basic.algorithm.AAlgorithm

activate, announceTimeoutDetected, avoidReinterruptionOnShutdownOnCurrentThread, cancel, checkAndConductTermination, checkTermination, computeTimeoutAware, getActivationTime, getConfig, getDeadline, getId, getInput, getListeners, getNumCPUs, getRemainingTimeToDeadline, getState, getTimeout, getTimeoutPrecautionOffset, hasNext, hasThreadBeenInterruptedDuringShutdown, interruptThreadAsPartOfShutdown, isCanceled, isShutdownInitialized, isStopCriterionSatisfied, isTimeoutDefined, isTimeouted, iterator, next, post, registerActiveThread, registerListener, resolveShutdownInterruptOnCurrentThread, setConfig, setDeadline, setMaxNumThreads, setNumCPUs, setState, setTimeout, setTimeout, setTimeoutPrecautionOffset, shutdown, terminate, unregisterActiveThread, unregisterThreadAndShutdown

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Methods inherited from interface org.api4.java.algorithm.IAlgorithm

getConfig, getId, getInput, getNumCPUs, getTimeout, registerListener, setMaxNumThreads, setNumCPUs, setTimeout, setTimeout

Methods inherited from interface org.api4.java.common.control.ICancelable

cancel

Methods inherited from interface java.lang.Iterable

forEach, iterator, spliterator

Methods inherited from interface java.util.Iterator

forEachRemaining, hasNext, next, remove

Constructor Detail

GmeansSampling

public GmeansSampling(int maxIterationsInInnerLoop,
                      long seed,
                      org.apache.commons.math3.ml.distance.DistanceMeasure dist,
                      D input)

GmeansSampling

public GmeansSampling(long seed,
                      org.apache.commons.math3.ml.distance.DistanceMeasure dist,
                      D input)

GmeansSampling

public GmeansSampling(int maxIterationsInInnerLoop,
                      long seed,
                      D input)

GmeansSampling

public GmeansSampling(long seed,
                      D input)

Method Detail

nextWithException

public org.api4.java.algorithm.events.IAlgorithmEvent nextWithException()
                                                                 throws org.api4.java.algorithm.exceptions.AlgorithmException,
                                                                        java.lang.InterruptedException,
                                                                        org.api4.java.algorithm.exceptions.AlgorithmTimeoutedException,
                                                                        org.api4.java.algorithm.exceptions.AlgorithmExecutionCanceledException

Throws:

org.api4.java.algorithm.exceptions.AlgorithmException

java.lang.InterruptedException

org.api4.java.algorithm.exceptions.AlgorithmTimeoutedException

org.api4.java.algorithm.exceptions.AlgorithmExecutionCanceledException