removewithvalues.java

代码是一个分类器的实现,其中使用了部分weka的源代码。可以将项目导入eclipse运行

/*
 *    This program is free software; you can redistribute it and/or modify
 *    it under the terms of the GNU General Public License as published by
 *    the Free Software Foundation; either version 2 of the License, or
 *    (at your option) any later version.
 *
 *    This program is distributed in the hope that it will be useful,
 *    but WITHOUT ANY WARRANTY; without even the implied warranty of
 *    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 *    GNU General Public License for more details.
 *
 *    You should have received a copy of the GNU General Public License
 *    along with this program; if not, write to the Free Software
 *    Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
 */

/*
 *    RemoveWithValues.java
 *    Copyright (C) 1999 Eibe Frank
 *
 */


package weka.filters.unsupervised.instance;

import weka.core.Attribute;
import weka.core.Capabilities;
import weka.core.FastVector;
import weka.core.Instance;
import weka.core.Instances;
import weka.core.Option;
import weka.core.OptionHandler;
import weka.core.Range;
import weka.core.SingleIndex;
import weka.core.UnsupportedAttributeTypeException;
import weka.core.Utils;
import weka.core.Capabilities.Capability;
import weka.filters.Filter;
import weka.filters.StreamableFilter;
import weka.filters.UnsupervisedFilter;

import java.util.Enumeration;
import java.util.Vector;

/** 
 <!-- globalinfo-start -->
 * Filters instances according to the value of an attribute.
 * <p/>
 <!-- globalinfo-end -->
 * 
 <!-- options-start -->
 * Valid options are: <p/>
 * 
 * <pre> -C &lt;num&gt;
 *  Choose attribute to be used for selection.</pre>
 * 
 * <pre> -S &lt;num&gt;
 *  Numeric value to be used for selection on numeric
 *  attribute.
 *  Instances with values smaller than given value will
 *  be selected. (default 0)</pre>
 * 
 * <pre> -L &lt;index1,index2-index4,...&gt;
 *  Range of label indices to be used for selection on
 *  nominal attribute.
 *  First and last are valid indexes. (default all values)</pre>
 * 
 * <pre> -M
 *  Missing values count as a match. This setting is
 *  independent of the -V option.
 *  (default missing values don't match)</pre>
 * 
 * <pre> -V
 *  Invert matching sense.</pre>
 * 
 * <pre> -H
 *  When selecting on nominal attributes, removes header
 *  references to excluded values.</pre>
 * 
 <!-- options-end -->
 *
 * @author Eibe Frank ([e-mail])
 * @version $Revision: 1.11 $
 */
public class RemoveWithValues 
  extends Filter
  implements UnsupervisedFilter, StreamableFilter, OptionHandler {

  /** for serialization */
  static final long serialVersionUID = 4752870193679263361L;
  
  /** The attribute's index setting. */
  private SingleIndex m_AttIndex = new SingleIndex("last"); 
  
  /** Stores which values of nominal attribute are to be used for filtering.*/
  protected Range m_Values;

  /** Stores which value of a numeric attribute is to be used for filtering.*/
  protected double m_Value = 0;

  /** True if missing values should count as a match */
  protected boolean m_MatchMissingValues = false;

  /** Modify header for nominal attributes? */
  protected boolean m_ModifyHeader = false;

  /** If m_ModifyHeader, stores a mapping from old to new indexes */
  protected int [] m_NominalMapping;

  /**
   * Returns a string describing this classifier
   * @return a description of the classifier suitable for
   * displaying in the explorer/experimenter gui
   */
  public String globalInfo() {
    return "Filters instances according to the value of an attribute.";
  }

  /** Default constructor */
  public RemoveWithValues() {

      m_Values = new Range("first-last");
      m_Values.setInvert(true);
  }

  /**
   * Returns an enumeration describing the available options.
   *
   * @return an enumeration of all the available options.
   */
  public Enumeration listOptions() {

    Vector newVector = new Vector(5);

    newVector.addElement(new Option(
              "\tChoose attribute to be used for selection.",
              "C", 1, "-C <num>"));
    newVector.addElement(new Option(
              "\tNumeric value to be used for selection on numeric\n"+
	      "\tattribute.\n"+
	      "\tInstances with values smaller than given value will\n"+
              "\tbe selected. (default 0)",
              "S", 1, "-S <num>"));
    newVector.addElement(new Option(
              "\tRange of label indices to be used for selection on\n"+
	      "\tnominal attribute.\n"+
	      "\tFirst and last are valid indexes. (default all values)",
              "L", 1, "-L <index1,index2-index4,...>"));
    newVector.addElement(new Option(
	      "\tMissing values count as a match. This setting is\n"+
              "\tindependent of the -V option.\n"+
              "\t(default missing values don't match)",
              "M", 0, "-M"));
    newVector.addElement(new Option(
	      "\tInvert matching sense.",
              "V", 0, "-V"));
    newVector.addElement(new Option(
	      "\tWhen selecting on nominal attributes, removes header\n"
	      + "\treferences to excluded values.",
              "H", 0, "-H"));

    return newVector.elements();
  }


  /**
   * Parses a given list of options. <p/>
   * 
   <!-- options-start -->
   * Valid options are: <p/>
   * 
   * <pre> -C &lt;num&gt;
   *  Choose attribute to be used for selection.</pre>
   * 
   * <pre> -S &lt;num&gt;
   *  Numeric value to be used for selection on numeric
   *  attribute.
   *  Instances with values smaller than given value will
   *  be selected. (default 0)</pre>
   * 
   * <pre> -L &lt;index1,index2-index4,...&gt;
   *  Range of label indices to be used for selection on
   *  nominal attribute.
   *  First and last are valid indexes. (default all values)</pre>
   * 
   * <pre> -M
   *  Missing values count as a match. This setting is
   *  independent of the -V option.
   *  (default missing values don't match)</pre>
   * 
   * <pre> -V
   *  Invert matching sense.</pre>
   * 
   * <pre> -H
   *  When selecting on nominal attributes, removes header
   *  references to excluded values.</pre>
   * 
   <!-- options-end -->
   *
   * @param options the list of options as an array of strings
   * @throws Exception if an option is not supported
   */
  public void setOptions(String[] options) throws Exception {

    String attIndex = Utils.getOption('C', options);
    if (attIndex.length() != 0) {
      setAttributeIndex(attIndex);
    } else {
      setAttributeIndex("last");
    }
    
    String splitPoint = Utils.getOption('S', options);
    if (splitPoint.length() != 0) {
      setSplitPoint((new Double(splitPoint)).doubleValue());
    } else {
      setSplitPoint(0);
    }

    String convertList = Utils.getOption('L', options);
    if (convertList.length() != 0) {
      setNominalIndices(convertList);
    } else {
      setNominalIndices("first-last");
    }
    setInvertSelection(Utils.getFlag('V', options));
    setMatchMissingValues(Utils.getFlag('M', options));
    setModifyHeader(Utils.getFlag('H', options));
    // Re-initialize output format according to new options
    
    if (getInputFormat() != null) {
      setInputFormat(getInputFormat());
    }
  }

  /**
   * Gets the current settings of the filter.
   *
   * @return an array of strings suitable for passing to setOptions
   */
  public String [] getOptions() {

    String [] options = new String [9];
    int current = 0;

    options[current++] = "-S"; options[current++] = "" + getSplitPoint();
    options[current++] = "-C";
    options[current++] = "" + (getAttributeIndex());
    if (!getNominalIndices().equals("")) {
      options[current++] = "-L"; options[current++] = getNominalIndices();
    }
    if (getInvertSelection()) {
      options[current++] = "-V";
    }
    if (getMatchMissingValues()) {
      options[current++] = "-M";
    }
    if (getModifyHeader()) {
      options[current++] = "-H";
    }
    while (current < options.length) {
      options[current++] = "";
    }
    return options;
  }

  /** 
   * Returns the Capabilities of this filter.
   *
   * @return            the capabilities of this object
   * @see               Capabilities
   */
  public Capabilities getCapabilities() {
    Capabilities result = super.getCapabilities();

    // attributes
    result.enableAllAttributes();
    result.enable(Capability.MISSING_VALUES);
    
    // class
    result.enableAllClasses();
    result.enable(Capability.MISSING_CLASS_VALUES);
    result.enable(Capability.NO_CLASS);
    
    return result;
  }

  /**
   * Sets the format of the input instances.
   *
   * @param instanceInfo an Instances object containing the input instance
   * structure (any instances contained in the object are ignored - only the
   * structure is required).
   * @throws UnsupportedAttributeTypeException if the specified attribute
   * is neither numeric or nominal.
   * @return true because outputFormat can be collected immediately
   */
  public boolean setInputFormat(Instances instanceInfo) throws Exception {

    super.setInputFormat(instanceInfo);

    m_AttIndex.setUpper(instanceInfo.numAttributes() - 1);
    if (!isNumeric() && !isNominal()) {
      throw new UnsupportedAttributeTypeException("Can only handle numeric " +
						  "or nominal attributes.");
    }
    m_Values.setUpper(instanceInfo.attribute(m_AttIndex.getIndex()).numValues() - 1);
    if (isNominal() && m_ModifyHeader) {
      instanceInfo = new Instances(instanceInfo, 0); // copy before modifying
      Attribute oldAtt = instanceInfo.attribute(m_AttIndex.getIndex());
      int [] selection = m_Values.getSelection();
      FastVector newVals = new FastVector();
      for (int i = 0; i < selection.length; i++) {
	newVals.addElement(oldAtt.value(selection[i]));
      }
      instanceInfo.deleteAttributeAt(m_AttIndex.getIndex());
      instanceInfo.insertAttributeAt(new Attribute(oldAtt.name(), newVals),
				      m_AttIndex.getIndex());