com.rapidminer.operator.preprocessing.sampling
Class Bootstrapping

java.lang.Object
  com.rapidminer.operator.Operator
      com.rapidminer.operator.AbstractExampleSetProcessing
          com.rapidminer.operator.preprocessing.AbstractDataProcessing
              com.rapidminer.operator.preprocessing.sampling.AbstractSamplingOperator
                  com.rapidminer.operator.preprocessing.sampling.AbstractBootstrapping
                      com.rapidminer.operator.preprocessing.sampling.Bootstrapping

All Implemented Interfaces:

ConfigurationListener, PreviewListener, ParameterHandler, LoggingHandler

public class Bootstrapping
extends AbstractBootstrapping

This operator constructs a bootstrapped sample from the given example set. That means that a sampling with replacement will be performed. The usual sample size is the number of original examples. This operator also offers the possibility to create the inverse example set, i.e. an example set containing all examples which are not part of the bootstrapped example set. This inverse example set might be used for a bootstrapped validation (together with an IteratingPerformanceAverage operator.

Author:

Ingo Mierswa, Martin Scholz

Field Summary

Fields inherited from class com.rapidminer.operator.preprocessing.sampling.AbstractBootstrapping

PARAMETER_LOCAL_RANDOM_SEED, PARAMETER_SAMPLE_RATIO

Constructor Summary

Bootstrapping(OperatorDescription description)

Method Summary

int[]

createMapping(ExampleSet exampleSet, int size, java.util.Random random)

Methods inherited from class com.rapidminer.operator.preprocessing.sampling.AbstractBootstrapping

apply, getParameterTypes

Methods inherited from class com.rapidminer.operator.AbstractExampleSetProcessing

apply, getInputClasses, getOutputClasses

Methods inherited from class com.rapidminer.operator.Operator

addError, addValue, addWarning, apply, checkDeprecations, checkForStop, checkIO, checkProperties, clearErrorList, cloneOperator, createExperimentTree, createExperimentTree, createFromXML, createMarkedExperimentTree, createMarkedProcessTree, createProcessTree, createProcessTree, getAddOnlyAdditionalOutput, getApplyCount, getDeliveredOutputClasses, getDeprecationInfo, getDesiredInputClasses, getEncoding, getErrorList, getExperiment, getInnerOperatorsXML, getInput, getInput, getInput, getInputDescription, getIOContainerForInApplyLoopBreakpoint, getIODescription, getLog, getName, getOperatorClassName, getOperatorDescription, getParameter, getParameterAsBoolean, getParameterAsColor, getParameterAsDouble, getParameterAsFile, getParameterAsFile, getParameterAsInputStream, getParameterAsInt, getParameterAsMatrix, getParameterAsString, getParameterList, getParameters, getParameterType, getParent, getProcess, getStartTime, getStatus, getUserDescription, getValue, getValues, getXML, hasBreakpoint, hasBreakpoint, hasInput, inApplyLoop, isDebugMode, isEnabled, isExpanded, isParallel, isParameterSet, log, logError, logNote, logWarning, performAdditionalChecks, processFinished, processStarts, register, registerOperator, remove, rename, resume, setApplyCount, setBreakpoint, setEnabled, setExpanded, setInput, setListParameter, setOperatorParameters, setParameter, setParameters, setParent, setUserDescription, toString, unregisterOperator, writeXML

Methods inherited from class java.lang.Object

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

Constructor Detail

Bootstrapping

public Bootstrapping(OperatorDescription description)

Method Detail

createMapping

public int[] createMapping(ExampleSet exampleSet,
                           int size,
                           java.util.Random random)
                    throws OperatorException

Specified by:

createMapping in class AbstractBootstrapping

Throws:

OperatorException