weka.filters.unsupervised.attribute
Class RemoveUseless

java.lang.Object
  extended byweka.filters.Filter
      extended byweka.filters.unsupervised.attribute.RemoveUseless
All Implemented Interfaces:
OptionHandler, java.io.Serializable, UnsupervisedFilter

public class RemoveUseless
extends Filter
implements UnsupervisedFilter, OptionHandler

This filter removes attributes that do not vary at all or that vary too much. All constant attributes are deleted automatically, along with any that exceed the maximum percentage of variance parameter. The maximum variance test is only applied to nominal attributes.

Valid filter-specific options are:

-M percentage
The maximum variance allowed before an attribute will be deleted (default 99).

Version:
$Revision: 1.5 $
Author:
Richard Kirkby (rkirkby@cs.waikato.ac.nz)
See Also:
Serialized Form

Field Summary
protected  double m_maxVariancePercentage
          The type of attribute to delete
protected  Remove m_removeFilter
          The filter used to remove attributes
 
Fields inherited from class weka.filters.Filter
m_NewBatch
 
Constructor Summary
RemoveUseless()
           
 
Method Summary
 boolean batchFinished()
          Signify that this batch of input to the filter is finished.
 double getMaximumVariancePercentageAllowed()
          Gets the maximum variance attributes are allowed to have before they are deleted by the filter.
 java.lang.String[] getOptions()
          Gets the current settings of the filter.
 java.lang.String globalInfo()
          Returns a string describing this filter
 boolean input(Instance instance)
          Input an instance for filtering.
 java.util.Enumeration listOptions()
          Returns an enumeration describing the available options.
static void main(java.lang.String[] argv)
          Main method for testing this class.
 java.lang.String maximumVariancePercentageAllowedTipText()
          Returns the tip text for this property
 boolean setInputFormat(Instances instanceInfo)
          Sets the format of the input instances.
 void setMaximumVariancePercentageAllowed(double maxVariance)
          Sets the maximum variance attributes are allowed to have before they are deleted by the filter.
 void setOptions(java.lang.String[] options)
          Parses the options for this object.
 
Methods inherited from class weka.filters.Filter
batchFilterFile, bufferInput, copyStringValues, copyStringValues, filterFile, flushInput, getInputFormat, getInputStringIndex, getOutputFormat, getOutputStringIndex, getStringIndices, inputFormat, inputFormatPeek, isOutputFormatDefined, numPendingOutput, output, outputFormat, outputFormatPeek, outputPeek, push, resetQueue, setOutputFormat, useFilter
 
Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait
 

Field Detail

m_removeFilter

protected Remove m_removeFilter
The filter used to remove attributes


m_maxVariancePercentage

protected double m_maxVariancePercentage
The type of attribute to delete

Constructor Detail

RemoveUseless

public RemoveUseless()
Method Detail

setInputFormat

public boolean setInputFormat(Instances instanceInfo)
                       throws java.lang.Exception
Sets the format of the input instances.

Overrides:
setInputFormat in class Filter
Parameters:
instanceInfo - an Instances object containing the input instance structure (any instances contained in the object are ignored - only the structure is required).
Returns:
true if the outputFormat may be collected immediately
Throws:
java.lang.Exception - if the inputFormat can't be set successfully

input

public boolean input(Instance instance)
Input an instance for filtering.

Overrides:
input in class Filter
Parameters:
instance - the input instance
Returns:
true if the filtered instance may now be collected with output().

batchFinished

public boolean batchFinished()
                      throws java.lang.Exception
Signify that this batch of input to the filter is finished.

Overrides:
batchFinished in class Filter
Returns:
true if there are instances pending output
Throws:
java.lang.Exception - if there was a problem finishing the batch.

listOptions

public java.util.Enumeration listOptions()
Returns an enumeration describing the available options.

Specified by:
listOptions in interface OptionHandler
Returns:
an enumeration of all the available options.

setOptions

public void setOptions(java.lang.String[] options)
                throws java.lang.Exception
Parses the options for this object. Valid options are:

-M percentage
The maximum variance allowed before an attribute will be deleted (default 99).

Specified by:
setOptions in interface OptionHandler
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 of the filter.

Specified by:
getOptions in interface OptionHandler
Returns:
an array of strings suitable for passing to setOptions

globalInfo

public java.lang.String globalInfo()
Returns a string describing this filter

Returns:
a description of the filter suitable for displaying in the explorer/experimenter gui

maximumVariancePercentageAllowedTipText

public java.lang.String maximumVariancePercentageAllowedTipText()
Returns the tip text for this property

Returns:
tip text for this property suitable for displaying in the explorer/experimenter gui

setMaximumVariancePercentageAllowed

public void setMaximumVariancePercentageAllowed(double maxVariance)
Sets the maximum variance attributes are allowed to have before they are deleted by the filter.

Parameters:
maxVariance - the maximum variance allowed, specified as a percentage

getMaximumVariancePercentageAllowed

public double getMaximumVariancePercentageAllowed()
Gets the maximum variance attributes are allowed to have before they are deleted by the filter.

Returns:
the maximum variance allowed, specified as a percentage

main

public static void main(java.lang.String[] argv)
Main method for testing this class.

Parameters:
argv - should contain arguments to the filter: use -h for help