com.rapidminer.operator.preprocessing.discretization
Class BinDiscretization

java.lang.Object
  extended by com.rapidminer.operator.Operator
      extended by com.rapidminer.operator.preprocessing.PreprocessingOperator
          extended by com.rapidminer.operator.preprocessing.discretization.BinDiscretization
All Implemented Interfaces:
ConfigurationListener, PreviewListener, ParameterHandler, LoggingHandler

public class BinDiscretization
extends PreprocessingOperator

This operator discretizes all numeric attributes in the dataset into nominal attributes. This discretization is performed by simple binning, i.e. the specified number of equally sized bins is created and the numerical values are simply sorted into those bins. Skips all special attributes including the label.

Author:
Sebastian Land, Ingo Mierswa

Field Summary
static java.lang.String PARAMETER_AUTOMATIC_NUMBER_OF_DIGITS
           
static java.lang.String PARAMETER_NUMBER_OF_BINS
          Indicates the number of used bins.
static java.lang.String PARAMETER_NUMBER_OF_DIGITS
           
static java.lang.String PARAMETER_RANGE_NAME_TYPE
          Indicates if long range names should be used.
 
Fields inherited from class com.rapidminer.operator.preprocessing.PreprocessingOperator
PARAMETER_CREATE_VIEW, PARAMETER_RETURN_PREPROCESSING_MODEL
 
Constructor Summary
BinDiscretization(OperatorDescription description)
           
 
Method Summary
 Model createPreprocessingModel(ExampleSet exampleSet)
           
 java.util.List<ParameterType> getParameterTypes()
          Returns a list of ParameterTypes describing the parameters of this operator.
 
Methods inherited from class com.rapidminer.operator.preprocessing.PreprocessingOperator
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
 

Field Detail

PARAMETER_NUMBER_OF_BINS

public static final java.lang.String PARAMETER_NUMBER_OF_BINS
Indicates the number of used bins.

See Also:
Constant Field Values

PARAMETER_RANGE_NAME_TYPE

public static final java.lang.String PARAMETER_RANGE_NAME_TYPE
Indicates if long range names should be used.

See Also:
Constant Field Values

PARAMETER_AUTOMATIC_NUMBER_OF_DIGITS

public static final java.lang.String PARAMETER_AUTOMATIC_NUMBER_OF_DIGITS
See Also:
Constant Field Values

PARAMETER_NUMBER_OF_DIGITS

public static final java.lang.String PARAMETER_NUMBER_OF_DIGITS
See Also:
Constant Field Values
Constructor Detail

BinDiscretization

public BinDiscretization(OperatorDescription description)
Method Detail

createPreprocessingModel

public Model createPreprocessingModel(ExampleSet exampleSet)
                               throws OperatorException
Specified by:
createPreprocessingModel in class PreprocessingOperator
Throws:
OperatorException

getParameterTypes

public java.util.List<ParameterType> getParameterTypes()
Description copied from class: Operator
Returns a list of ParameterTypes describing the parameters of this operator. The default implementation returns an empty list if no input objects can be retained and special parameters for those input objects which can be prevented from being consumed.

Specified by:
getParameterTypes in interface ParameterHandler
Overrides:
getParameterTypes in class PreprocessingOperator


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