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package org.simmetrics.metrics;

import static com.google.common.collect.Sets.intersection;
import static java.lang.Math.min;

import java.util.Set;

import org.simmetrics.SetMetric;

/**
 * The overlap coefficient measures the overlap between two sets. The similarity
 * is defined as the size of the intersection divided by the smaller of the size
 * of the two sets
 * 

* * similarity(q,r) = ∣q ∩ r∣ / min{∣q∣, ∣r∣} * *

* Unlike the generalized overlap coefficient the occurrence (cardinality) of an * entry is not taken into account. E.g. {@code [hello, world]} and * {@code [hello, world, hello, world]} would be identical when compared with * the overlap coefficient but are dissimilar when the generalized version is * used. *

* Similar to the generalized Jaccard similarity which divides the intersection * by the union of two multisets. *

* Similar to the dice coefficient which divides the shared information * (intersection) by sum of cardinalities. *

* This class is immutable and thread-safe. * * @param * type of the token * * @see GeneralizedOverlapCoefficient * @see Jaccard * @see Dice * @see Wikipedia - * Overlap Coefficient */ public final class OverlapCoefficient implements SetMetric { @Override public float compare(Set a, Set b) { if (a.isEmpty() && b.isEmpty()) { return 1.0f; } if (a.isEmpty() || b.isEmpty()) { return 0.0f; } // Smaller set first for performance improvement. // See: note at Sets.intersection if(a.size() > b.size()){ final Set swap = a; a = b; b = swap; } // ∣q ∩ r∣ / min{∣q∣, ∣r∣} return intersection(a, b).size() / (float) min(a.size(), b.size()); } @Override public String toString() { return "OverlapCoefficient"; } }





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