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## Class KEAFilter

    java.lang.Object
      |
      +--weka.filters.Filter
            |
            +--KEAFilter

All Implemented Interfaces:
  weka.core.OptionHandler, java.io.Serializable

public class KEAFilter
extends weka.filters.Filter
implements weka.core.OptionHandler

This filter converts the incoming data into data appropriate for keyphrase classification. It assumes that the dataset contains two string attributes. The first attribute should contain the text of a document. The second attribute should contain the keyphrases associated with that document (if present). The filter converts every instance (i.e. document) into a set of instances, one for each word-based n-gram in the document. The string attribute representing the document is replaced by some numeric features, the estimated probability of each n-gram being a keyphrase, and the rank of this phrase in the document according to the probability. Each new instances also has a class value associated with it. The class is "true" if the n-gram is a true keyphrase, and "false" otherwise. Of course, if the input document doesn't come with author-assigned keyphrases, the class values for that document will be missing.

See Also:
  Serialized Form

Field Summary

Fields inherited from class weka.filters.Filter
`m_NewBatch`

Constructor Summary
`KEAFilter()`

Method Summary
`boolean` | `batchFinished()` Signify that this batch of input to the filter is finished.
`boolean` | `getCheckForProperNouns()` Get the M_CheckProperNouns value.
`boolean` | `getDebug()` Get the value of Debug.
`boolean` | `getDisallowInternalPeriods()` Get whether the supplied columns are to be processed
`int` | `getDocumentAtt()` Get the value of DocumentAtt.
`int` | `getKeyphrasesAtt()` Get the value of KeyphraseAtt.
`boolean` | `getKFused()` Gets whether keyphrase frequency attribute is used.
`int` | `getMaxPhraseLength()` Get the value of MaxPhraseLength.
`int` | `getMinNumOccur()` Get the value of MinNumOccur.
`int` | `getMinPhraseLength()` Get the value of MinPhraseLength.
`java.lang.String[]` | `getOptions()` Gets the current settings of the filter.
`int` | `getProbabilityIndex()` Returns the index of the phrases' probabilities in the output ARFF file.
`int` | `getRankIndex()` Returns the index of the phrases' ranks in the output ARFF file.
`int` | `getStemmedPhraseIndex()` Returns the index of the stemmed phrases in the output ARFF file.
`Stemmer` | `getStemmer()` Get the Stemmer value.
`Stopwords` | `getStopwords()` Get the M_Stopwords value.
`int` | `getUnstemmedPhraseIndex()` Returns the index of the unstemmed phrases in the output ARFF file.
`java.lang.String` | `globalInfo()` Returns a string describing this filter
`boolean` | `input(weka.core.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.
`void` | `setCheckForProperNouns(boolean newM_CheckProperNouns)` Set the M_CheckProperNouns value.
`void` | `setDebug(boolean newDebug)` Set the value of Debug.
`void` | `setDisallowInternalPeriods(boolean disallow)` Set whether selected columns should be processed.
`void` | `setDocumentAtt(int newDocumentAtt)` Set the value of DocumentAtt.
`boolean` | `setInputFormat(weka.core.Instances instanceInfo)` Sets the format of the input instances.
`void` | `setKeyphrasesAtt(int newKeyphrasesAtt)` Set the value of KeyphrasesAtt.
`void` | `setKFused(boolean flag)` Sets whether keyphrase frequency attribute is used.
`void` | `setMaxPhraseLength(int newMaxPhraseLength)` Set the value of MaxPhraseLength.
`void` | `setMinNumOccur(int newMinNumOccur)` Set the value of MinNumOccur.
`void` | `setMinPhraseLength(int newMinPhraseLength)` Set the value of MinPhraseLength.
`void` | `setOptions(java.lang.String[] options)` Parses a given list of options controlling the behaviour of this object.
`void` | `setStemmer(Stemmer newStemmer)` Set the Stemmer value.
`void` | `setStopwords(Stopwords newM_Stopwords)` Set the M_Stopwords value.

Methods inherited from class weka.filters.Filter
`batchFilterFile, bufferInput, copyStringValues, copyStringValues, filterFile, flushInput, getInputFormat, getInputStringIndex, getOutputFormat, getOutputStringIndex, getStringIndices, inputFormat, 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`

Constructor Detail

### KEAFilter

    public KEAFilter()

Method Detail

### getCheckForProperNouns

    public boolean getCheckForProperNouns()

  Get the M_CheckProperNouns value.

  Returns:
    the M_CheckProperNouns value.

### setCheckForProperNouns

    public void setCheckForProperNouns(boolean newM_CheckProperNouns)

  Set the M_CheckProperNouns value.

  Parameters:
    `newM_CheckProperNouns` - The new M_CheckProperNouns value.

### getStopwords

    public Stopwords getStopwords()

  Get the M_Stopwords value.

  Returns:
    the M_Stopwords value.

### setStopwords

    public void setStopwords(Stopwords newM_Stopwords)

  Set the M_Stopwords value.

  Parameters:
    `newM_Stopwords` - The new M_Stopwords value.

### getStemmer

    public Stemmer getStemmer()

  Get the Stemmer value.

  Returns:
    the Stemmer value.

### setStemmer

    public void setStemmer(Stemmer newStemmer)

  Set the Stemmer value.

  Parameters:
    `newStemmer` - The new Stemmer value.

### getMinNumOccur

    public int getMinNumOccur()

  Get the value of MinNumOccur.

  Returns:
    Value of MinNumOccur.

### setMinNumOccur

    public void setMinNumOccur(int newMinNumOccur)

  Set the value of MinNumOccur.

  Parameters:
    `newMinNumOccur` - Value to assign to MinNumOccur.

### getMaxPhraseLength

    public int getMaxPhraseLength()

  Get the value of MaxPhraseLength.

  Returns:
    Value of MaxPhraseLength.

### setMaxPhraseLength

    public void setMaxPhraseLength(int newMaxPhraseLength)

  Set the value of MaxPhraseLength.

  Parameters:
    `newMaxPhraseLength` - Value to assign to MaxPhraseLength.

### getMinPhraseLength

    public int getMinPhraseLength()

  Get the value of MinPhraseLength.

  Returns:
    Value of MinPhraseLength.

### setMinPhraseLength

    public void setMinPhraseLength(int newMinPhraseLength)

  Set the value of MinPhraseLength.

  Parameters:
    `newMinPhraseLength` - Value to assign to MinPhraseLength.

### getStemmedPhraseIndex

    public int getStemmedPhraseIndex()

  Returns the index of the stemmed phrases in the output ARFF file.

### getUnstemmedPhraseIndex

    public int getUnstemmedPhraseIndex()

  Returns the index of the unstemmed phrases in the output ARFF file.

### getProbabilityIndex

    public int getProbabilityIndex()

  Returns the index of the phrases' probabilities in the output ARFF file.

### getRankIndex

    public int getRankIndex()

  Returns the index of the phrases' ranks in the output ARFF file.

### getDocumentAtt

    public int getDocumentAtt()

  Get the value of DocumentAtt.

  Returns:
    Value of DocumentAtt.

### setDocumentAtt

    public void setDocumentAtt(int newDocumentAtt)

  Set the value of DocumentAtt.

  Parameters:
    `newDocumentAtt` - Value to assign to DocumentAtt.

### getKeyphrasesAtt

    public int getKeyphrasesAtt()

  Get the value of KeyphraseAtt.

  Returns:
    Value of KeyphraseAtt.

### setKeyphrasesAtt

    public void setKeyphrasesAtt(int newKeyphrasesAtt)

  Set the value of KeyphrasesAtt.

  Parameters:
    `newKeyphrasesAtt` - Value to assign to KeyphrasesAtt.

### getDebug

    public boolean getDebug()

  Get the value of Debug.

  Returns:
    Value of Debug.

### setDebug

    public void setDebug(boolean newDebug)

  Set the value of Debug.

  Parameters:
    `newDebug` - Value to assign to Debug.

### setKFused

    public void setKFused(boolean flag)

  Sets whether keyphrase frequency attribute is used.

### getKFused

    public boolean getKFused()

  Gets whether keyphrase frequency attribute is used.

### getDisallowInternalPeriods

    public boolean getDisallowInternalPeriods()

  Get whether the supplied columns are to be processed

  Returns:
    true if the supplied columns won't be processed

### setDisallowInternalPeriods

    public void setDisallowInternalPeriods(boolean disallow)

  Set whether selected columns should be processed. If true the selected columns won't be processed.

### setOptions

    public void setOptions(java.lang.String[] options)
                    throws java.lang.Exception

  Parses a given list of options controlling the behaviour of this object. Valid options are:

  -K
  Specifies whether keyphrase frequency statistic is used.

  -M length
  Sets the maximum phrase length (default: 3).

  -L length
  Sets the minimum phrase length (default: 1).

  -D
  Turns debugging mode on.

  -I index
  Sets the index of the attribute containing the documents (default: 0).

  -J index
  Sets the index of the attribute containing the keyphrases (default: 1).

  -P
  Disallow internal periods

  -O number
  The minimum number of times a phrase needs to occur (default: 2).

  Specified by:
    `setOptions` in interface `weka.core.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 `weka.core.OptionHandler`
  Returns:
    an array of strings suitable for passing to setOptions

### listOptions

    public java.util.Enumeration listOptions()

  Returns an enumeration describing the available options

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

### 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

### setInputFormat

    public boolean setInputFormat(weka.core.Instances instanceInfo)
                           throws java.lang.Exception

  Sets the format of the input instances.

  Overrides:
    `setInputFormat` in class `weka.filters.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
    `java.lang.Exception`

### input

    public boolean input(weka.core.Instance instance)
                  throws java.lang.Exception

  Input an instance for filtering. Ordinarily the instance is processed and made available for output immediately. Some filters require all instances be read before producing output.

  Overrides:
    `input` in class `weka.filters.Filter`
  Parameters:
    `instance` - the input instance
  Returns:
    true if the filtered instance may now be collected with output().
  Throws:
    `java.lang.Exception` - if the input instance was not of the correct format or if there was a problem with the filtering.

### batchFinished

    public boolean batchFinished()
                          throws java.lang.Exception

  Signify that this batch of input to the filter is finished. If the filter requires all instances prior to filtering, output() may now be called to retrieve the filtered instances.

  Overrides:
    `batchFinished` in class `weka.filters.Filter`
  Returns:
    true if there are instances pending output
  Throws:
    `java.lang.Exception` - if no input structure has been defined

### 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

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