com.rapidminer.operator.performance
Class SquaredError

java.lang.Object
  extended by com.rapidminer.operator.AbstractIOObject
      extended by com.rapidminer.operator.ResultObjectAdapter
          extended by com.rapidminer.tools.math.Averagable
              extended by com.rapidminer.operator.performance.PerformanceCriterion
                  extended by com.rapidminer.operator.performance.MeasuredPerformance
                      extended by com.rapidminer.operator.performance.SimpleCriterion
                          extended by com.rapidminer.operator.performance.SquaredError
All Implemented Interfaces:
IOObject, ResultObject, Readable, Reportable, LoggingHandler, java.io.Serializable, java.lang.Cloneable, java.lang.Comparable<PerformanceCriterion>

public class SquaredError
extends SimpleCriterion

The squared error. Sums up the square of the absolute deviations and divides the sum by the number of examples.

Author:
Ingo Mierswa, Simon Fischer
See Also:
Serialized Form

Nested Class Summary
 
Nested classes/interfaces inherited from class com.rapidminer.operator.AbstractIOObject
AbstractIOObject.InputStreamProvider
 
Constructor Summary
SquaredError()
           
SquaredError(SquaredError se)
           
 
Method Summary
 double countExample(double label, double predictedLabel)
          Calculates the error for the current example.
 java.lang.String getDescription()
          Returns a description of the performance criterion.
 java.lang.String getName()
          Returns the name of this averagable.
 
Methods inherited from class com.rapidminer.operator.performance.SimpleCriterion
buildSingleAverage, countExample, countExampleWithWeight, getExampleCount, getFitness, getMaxFitness, getMikroAverage, getMikroVariance, startCounting, transform
 
Methods inherited from class com.rapidminer.operator.performance.MeasuredPerformance
startCounting
 
Methods inherited from class com.rapidminer.operator.performance.PerformanceCriterion
compareTo
 
Methods inherited from class com.rapidminer.tools.math.Averagable
buildAverage, clone, cloneAveragable, formatPercent, getAverage, getAverageCount, getExtension, getFileDescription, getMakroAverage, getMakroStandardDeviation, getMakroVariance, getMikroStandardDeviation, getStandardDeviation, getVariance, isInTargetEncoding, setAverageCount, toString
 
Methods inherited from class com.rapidminer.operator.ResultObjectAdapter
addAction, getActions, getAnnotations, getResultIcon, log, log, logError, logNote, logWarning, toHTML, toResultString
 
Methods inherited from class com.rapidminer.operator.AbstractIOObject
appendOperatorToHistory, copy, getLog, getProcessingHistory, getSource, initWriting, read, read, read, read, setLoggingHandler, setSource, write
 
Methods inherited from class java.lang.Object
equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait
 
Methods inherited from interface com.rapidminer.operator.IOObject
appendOperatorToHistory, copy, getLog, getProcessingHistory, getSource, setLoggingHandler, setSource, write
 

Constructor Detail

SquaredError

public SquaredError()

SquaredError

public SquaredError(SquaredError se)
Method Detail

getName

public java.lang.String getName()
Description copied from class: Averagable
Returns the name of this averagable. The returned string should only contain lowercase letters and underscore (RapidMiner parameter format) since the names will be automatically used for GUI purposes.

Specified by:
getName in interface ResultObject
Specified by:
getName in class Averagable

countExample

public double countExample(double label,
                           double predictedLabel)
Calculates the error for the current example.

Specified by:
countExample in class SimpleCriterion

getDescription

public java.lang.String getDescription()
Description copied from class: PerformanceCriterion
Returns a description of the performance criterion. This description is used for GUI purposes and automatic parameter type creation for the PerformanceEvaluator operator.

Specified by:
getDescription in class PerformanceCriterion


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