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A Java's Collaborative Filtering library to carry out experiments in research of Collaborative Filtering based Recommender Systems. The library has been designed from researchers to researchers.
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package cf4j.knn.itemToItem.similarities;
import cf4j.Item;
import cf4j.TestItem;
/**
* Implements traditional Sepearman Rank as CF similarity metric for the items.
*
* @author Fernando Ortega
*/
public class MetricSpearmanRank extends ItemsSimilarities{
@Override
public double similarity (TestItem activeItem, Item targetItem) {
int u = 0, v = 0, common = 0;
double num = 0d;
while (u < activeItem.getNumberOfRatings() && v < targetItem.getNumberOfRatings()) {
if (activeItem.getUsers()[u] < targetItem.getUsers()[v]) {
u++;
} else if (activeItem.getUsers()[u] > targetItem.getUsers()[v]) {
v++;
} else {
double diff = activeItem.getRatings()[u] - targetItem.getRatings()[v];
num += diff * diff;
common++;
u++;
v++;
}
}
// If there is not ratings in common, similarity does not exists
if (common == 0) return Double.NEGATIVE_INFINITY;
// Return similarity
return 1d - ((6d * num) / (common * ((common * common) - 1d)));
}
}
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