ciir.umass.edu.metric.ReciprocalRankScorer Maven / Gradle / Ivy
/*===============================================================================
* Copyright (c) 2010-2012 University of Massachusetts. All Rights Reserved.
*
* Use of the RankLib package is subject to the terms of the software license set
* forth in the LICENSE file included with this software, and also available at
* http://people.cs.umass.edu/~vdang/ranklib_license.html
*===============================================================================
*/
package ciir.umass.edu.metric;
import java.util.Arrays;
import ciir.umass.edu.learning.RankList;
/**
* @author vdang
*/
public class ReciprocalRankScorer extends MetricScorer {
public ReciprocalRankScorer() {
this.k = 0;//consider the whole list
}
@Override
public double score(final RankList rl) {
final int size = (rl.size() > k) ? k : rl.size();
int firstRank = -1;
for (int i = 0; i < size && (firstRank == -1); i++) {
if (rl.get(i).getLabel() > 0.0) {
firstRank = i + 1;
}
}
return (firstRank == -1) ? 0 : (1.0f / firstRank);
}
@Override
public MetricScorer copy() {
return new ReciprocalRankScorer();
}
@Override
public String name() {
return "RR@" + k;
}
@Override
public double[][] swapChange(final RankList rl) {
int firstRank = -1;
int secondRank = -1;
final int size = (rl.size() > k) ? k : rl.size();
for (int i = 0; i < size; i++) {
if (rl.get(i).getLabel() > 0.0)//relevant
{
if (firstRank == -1) {
firstRank = i;
} else if (secondRank == -1) {
secondRank = i;
}
}
}
//compute the change in RR by swapping each pair
final double[][] changes = new double[rl.size()][];
for (int i = 0; i < rl.size(); i++) {
changes[i] = new double[rl.size()];
Arrays.fill(changes[i], 0);
}
double rr = 0.0;
//consider swapping the first rank doc with everything else further down the list
if (firstRank != -1) {
rr = 1.0 / (firstRank + 1);
for (int j = firstRank + 1; j < size; j++) {
if (((int) (rl.get(j).getLabel())) == 0)//non-relevant
{
if (secondRank == -1 || j < secondRank) {
changes[firstRank][j] = changes[j][firstRank] = 1.0 / (j + 1) - rr;
} else {
changes[firstRank][j] = changes[j][firstRank] = 1.0 / (secondRank + 1) - rr;
}
}
}
for (int j = size; j < rl.size(); j++) {
if (((int) (rl.get(j).getLabel())) == 0)//non-relevant
{
if (secondRank == -1) {
changes[firstRank][j] = changes[j][firstRank] = -rr;
} else {
changes[firstRank][j] = changes[j][firstRank] = 1.0 / (secondRank + 1) - rr;
}
}
}
} else {
firstRank = size;
}
//now it's time to consider swapping docs at earlier ranks than the first rank with those below it (and *it* too)
for (int i = 0; i < firstRank; i++) {
for (int j = firstRank; j < rl.size(); j++) {
if (rl.get(j).getLabel() > 0) {
changes[i][j] = changes[j][i] = 1.0 / (i + 1) - rr;
}
}
}
return changes;
}
}