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The Waikato Environment for Knowledge Analysis (WEKA), a machine
learning workbench. This is the stable version. Apart from bugfixes, this version
does not receive any other updates.
/*
* 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 3 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, see Arrays and Collections.
* Relational values are compared instance by instance with a nested
* InstanceComparator.
*
* @see Instance
* @author FracPete (fracpete at cs dot waikato dot ac dot nz)
* @version $Revision: 8034 $
* @see java.util.Arrays
* @see java.util.Collections
*/
public class InstanceComparator
implements Comparator, Serializable, RevisionHandler {
/** for serialization */
private static final long serialVersionUID = -6589278678230949683L;
/** whether to include the class in the comparison */
protected boolean m_IncludeClass;
/** the range of attributes to use for comparison. */
protected Range m_Range;
/**
* Initializes the comparator and includes the class in the comparison
* and all attributes included.
*/
public InstanceComparator() {
this(true);
}
/**
* Initializes the comparator with all attributes included.
*
* @param includeClass whether to include the class in the comparison
*/
public InstanceComparator(boolean includeClass) {
this(includeClass, "first-last", false);
}
/**
* Initializes the comparator.
*
* @param includeClass whether to include the class in the comparison
* @param range the attribute range string
* @param inverted whether to invert the matching sense of the att range
*/
public InstanceComparator(boolean includeClass, String range, boolean invert) {
super();
m_Range = new Range();
setIncludeClass(includeClass);
setRange(range);
setInvert(invert);
}
/**
* Sets whether the class should be included in the comparison.
*
* @param includeClass true if to include the class in the comparison
*/
public void setIncludeClass(boolean includeClass) {
m_IncludeClass = includeClass;
}
/**
* Returns whether the class is included in the comparison.
*
* @return true if the class is included
*/
public boolean getIncludeClass() {
return m_IncludeClass;
}
/**
* Sets the attribute range to use for comparison.
*
* @param value the attribute range
*/
public void setRange(String value) {
m_Range.setRanges(value);
}
/**
* Returns the attribute range to use in the comparison.
*
* @return the attribute range
*/
public String getRange() {
return m_Range.getRanges();
}
/**
* Sets whether to invert the matching sense of the attribute range.
*
* @param invert true if to invert the matching sense
*/
public void setInvert(boolean value) {
m_Range.setInvert(value);
}
/**
* Returns whether the matching sense of the attribute range is inverted.
*
* @return true if the matching sense is inverted
*/
public boolean getInvert() {
return m_Range.getInvert();
}
/**
* compares the two instances, returns -1 if o1 is smaller than o2, 0
* if equal and +1 if greater. The method assumes that both instance objects
* have the same attributes, they don't have to belong to the same dataset.
*
* @param inst1 the first instance to compare
* @param inst2 the second instance to compare
* @return returns -1 if inst1 is smaller than inst2, 0 if equal and +1
* if greater
*/
public int compare(Instance inst1, Instance inst2) {
int result;
int classindex;
int i;
Instances data1;
Instances data2;
int n;
InstanceComparator comp;
m_Range.setUpper(inst1.numAttributes() - 1);
// get class index
if (inst1.classIndex() == -1)
classindex = inst1.numAttributes() - 1;
else
classindex = inst1.classIndex();
result = 0;
for (i = 0; i < inst1.numAttributes(); i++) {
// in selected range?
if (!m_Range.isInRange(i))
continue;
// exclude class?
if (!getIncludeClass() && (i == classindex))
continue;
// comparing attribute values
// 1. special handling if missing value (NaN) is involved:
if (inst1.isMissing(i) || inst2.isMissing(i)) {
if (inst1.isMissing(i) && inst2.isMissing(i)) {
continue;
}
else {
if (inst1.isMissing(i))
result = -1;
else
result = 1;
break;
}
}
// 2. regular values:
else {
switch (inst1.attribute(i).type()) {
case Attribute.STRING:
result = inst1.stringValue(i).compareTo(inst2.stringValue(i));
break;
case Attribute.RELATIONAL:
data1 = inst1.relationalValue(i);
data2 = inst2.relationalValue(i);
n = 0;
comp = new InstanceComparator();
while ((n < data1.numInstances()) && (n < data2.numInstances()) && (result == 0)) {
result = comp.compare(data1.instance(n), data2.instance(n));
n++;
}
break;
default:
if (Utils.eq(inst1.value(i), inst2.value(i))) {
continue;
}
else {
if (inst1.value(i) < inst2.value(i))
result = -1;
else
result = 1;
break;
}
}
}
if (result != 0)
break;
}
return result;
}
/**
* Returns the revision string.
*
* @return the revision
*/
public String getRevision() {
return RevisionUtils.extract("$Revision: 8034 $");
}
/**
* for testing only. takes an ARFF-filename as first argument to perform
* some tests.
*/
public static void main(String[] args) throws Exception {
Instances inst;
Comparator comp;
if (args.length == 0)
return;
// read instances
inst = new Instances(new BufferedReader(new FileReader(args[0])));
inst.setClassIndex(inst.numAttributes() - 1);
// compare incl. class
comp = new InstanceComparator();
System.out.println("\nIncluding the class");
System.out.println("comparing 1. instance with 1.: " + comp.compare(inst.instance(0), inst.instance(0)));
System.out.println("comparing 1. instance with 2.: " + comp.compare(inst.instance(0), inst.instance(1)));
System.out.println("comparing 2. instance with 1.: " + comp.compare(inst.instance(1), inst.instance(0)));
// compare excl. class
comp = new InstanceComparator(false);
System.out.println("\nExcluding the class");
System.out.println("comparing 1. instance with 1.: " + comp.compare(inst.instance(0), inst.instance(0)));
System.out.println("comparing 1. instance with 2.: " + comp.compare(inst.instance(0), inst.instance(1)));
System.out.println("comparing 2. instance with 1.: " + comp.compare(inst.instance(1), inst.instance(0)));
// sort the data on all attributes
Instances tmp = new Instances(inst);
Collections.sort(tmp, new InstanceComparator(false));
System.out.println("\nSorted on all attributes");
System.out.println(tmp);
// sort the data on 2nd attribute
tmp = new Instances(inst);
Collections.sort(tmp, new InstanceComparator(false, "2", false));
System.out.println("\nSorted on 2nd attribute");
System.out.println(tmp);
}
}