Package weka.attributeSelection
Class ChiSquaredAttributeEval
- java.lang.Object
-
- weka.attributeSelection.ASEvaluation
-
- weka.attributeSelection.ChiSquaredAttributeEval
-
- All Implemented Interfaces:
java.io.Serializable,AttributeEvaluator,CapabilitiesHandler,OptionHandler,RevisionHandler
public class ChiSquaredAttributeEval extends ASEvaluation implements AttributeEvaluator, OptionHandler
ChiSquaredAttributeEval :
Evaluates the worth of an attribute by computing the value of the chi-squared statistic with respect to the class.
Valid options are:-M treat missing values as a seperate value.
-B just binarize numeric attributes instead of properly discretizing them.
- Version:
- $Revision: 5511 $
- Author:
- Eibe Frank (eibe@cs.waikato.ac.nz)
- See Also:
Discretize,NumericToBinary, Serialized Form
-
-
Constructor Summary
Constructors Constructor Description ChiSquaredAttributeEval()Constructor
-
Method Summary
All Methods Static Methods Instance Methods Concrete Methods Modifier and Type Method Description java.lang.StringbinarizeNumericAttributesTipText()Returns the tip text for this propertyvoidbuildEvaluator(Instances data)Initializes a chi-squared attribute evaluator.doubleevaluateAttribute(int attribute)evaluates an individual attribute by measuring its chi-squared value.booleangetBinarizeNumericAttributes()get whether numeric attributes are just being binarized.CapabilitiesgetCapabilities()Returns the capabilities of this evaluator.booleangetMissingMerge()get whether missing values are being distributed or notjava.lang.String[]getOptions()Gets the current settings.java.lang.StringgetRevision()Returns the revision string.java.lang.StringglobalInfo()Returns a string describing this attribute evaluatorjava.util.EnumerationlistOptions()Returns an enumeration describing the available optionsstatic voidmain(java.lang.String[] args)Main method.java.lang.StringmissingMergeTipText()Returns the tip text for this propertyvoidsetBinarizeNumericAttributes(boolean b)Binarize numeric attributes.voidsetMissingMerge(boolean b)distribute the counts for missing values across observed valuesvoidsetOptions(java.lang.String[] options)Parses a given list of options.java.lang.StringtoString()Describe the attribute evaluator-
Methods inherited from class weka.attributeSelection.ASEvaluation
clean, forName, makeCopies, postProcess
-
-
-
-
Method Detail
-
globalInfo
public java.lang.String globalInfo()
Returns a string describing this attribute evaluator- Returns:
- a description of the evaluator suitable for displaying in the explorer/experimenter gui
-
listOptions
public java.util.Enumeration listOptions()
Returns an enumeration describing the available options- Specified by:
listOptionsin interfaceOptionHandler- Returns:
- an enumeration of all the available options
-
setOptions
public void setOptions(java.lang.String[] options) throws java.lang.ExceptionParses a given list of options. Valid options are:-M treat missing values as a seperate value.
-B just binarize numeric attributes instead of properly discretizing them.
- Specified by:
setOptionsin interfaceOptionHandler- Parameters:
options- the list of options as an array of strings- Throws:
java.lang.Exception- if an option is not supported
-
getOptions
public java.lang.String[] getOptions()
Gets the current settings.- Specified by:
getOptionsin interfaceOptionHandler- Returns:
- an array of strings suitable for passing to setOptions()
-
binarizeNumericAttributesTipText
public java.lang.String binarizeNumericAttributesTipText()
Returns the tip text for this property- Returns:
- tip text for this property suitable for displaying in the explorer/experimenter gui
-
setBinarizeNumericAttributes
public void setBinarizeNumericAttributes(boolean b)
Binarize numeric attributes.- Parameters:
b- true=binarize numeric attributes
-
getBinarizeNumericAttributes
public boolean getBinarizeNumericAttributes()
get whether numeric attributes are just being binarized.- Returns:
- true if missing values are being distributed.
-
missingMergeTipText
public java.lang.String missingMergeTipText()
Returns the tip text for this property- Returns:
- tip text for this property suitable for displaying in the explorer/experimenter gui
-
setMissingMerge
public void setMissingMerge(boolean b)
distribute the counts for missing values across observed values- Parameters:
b- true=distribute missing values.
-
getMissingMerge
public boolean getMissingMerge()
get whether missing values are being distributed or not- Returns:
- true if missing values are being distributed.
-
getCapabilities
public Capabilities getCapabilities()
Returns the capabilities of this evaluator.- Specified by:
getCapabilitiesin interfaceCapabilitiesHandler- Overrides:
getCapabilitiesin classASEvaluation- Returns:
- the capabilities of this evaluator
- See Also:
Capabilities
-
buildEvaluator
public void buildEvaluator(Instances data) throws java.lang.Exception
Initializes a chi-squared attribute evaluator. Discretizes all attributes that are numeric.- Specified by:
buildEvaluatorin classASEvaluation- Parameters:
data- set of instances serving as training data- Throws:
java.lang.Exception- if the evaluator has not been generated successfully
-
evaluateAttribute
public double evaluateAttribute(int attribute) throws java.lang.Exceptionevaluates an individual attribute by measuring its chi-squared value.- Specified by:
evaluateAttributein interfaceAttributeEvaluator- Parameters:
attribute- the index of the attribute to be evaluated- Returns:
- the chi-squared value
- Throws:
java.lang.Exception- if the attribute could not be evaluated
-
toString
public java.lang.String toString()
Describe the attribute evaluator- Overrides:
toStringin classjava.lang.Object- Returns:
- a description of the attribute evaluator as a string
-
getRevision
public java.lang.String getRevision()
Returns the revision string.- Specified by:
getRevisionin interfaceRevisionHandler- Overrides:
getRevisionin classASEvaluation- Returns:
- the revision
-
main
public static void main(java.lang.String[] args)
Main method.- Parameters:
args- the options
-
-