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org.lenskit.mf.svd.DotProductKernel Maven / Gradle / Ivy
/*
* LensKit, an open source recommender systems toolkit.
* Copyright 2010-2014 LensKit Contributors. See CONTRIBUTORS.md.
* Work on LensKit has been funded by the National Science Foundation under
* grants IIS 05-34939, 08-08692, 08-12148, and 10-17697.
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation; either version 2.1 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., 51
* Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
*/
package org.lenskit.mf.svd;
import org.apache.commons.math3.linear.RealVector;
import org.lenskit.inject.Shareable;
import javax.annotation.Nonnull;
import javax.annotation.concurrent.Immutable;
import java.io.Serializable;
/**
* Kernel function that uses the dot product of the user and item vectors.
*
* @since 2.1
* @author GroupLens Research
*/
@Shareable
@Immutable
public class DotProductKernel implements BiasedMFKernel, Serializable {
private static final long serialVersionUID = 1L;
@Override
public double apply(double bias, @Nonnull RealVector user, @Nonnull RealVector item) {
return bias + user.dotProduct(item);
}
@Override
public int hashCode() {
return DotProductKernel.class.hashCode();
}
@Override
public boolean equals(Object o) {
return o != null && o.getClass().equals(getClass());
}
@Override
public String toString() {
return "DotProductKernel()";
}
}
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