org.apache.mahout.math.hadoop.similarity.cooccurrence.measures.CosineSimilarity Maven / Gradle / Ivy

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 * Licensed to the Apache Software Foundation (ASF) under one or more
 * contributor license agreements.  See the NOTICE file distributed with
 * this work for additional information regarding copyright ownership.
 * The ASF licenses this file to You under the Apache License, Version 2.0
 * (the "License"); you may not use this file except in compliance with
 * the License.  You may obtain a copy of the License at
 *
 *     http://www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
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package org.apache.mahout.math.hadoop.similarity.cooccurrence.measures;

import org.apache.mahout.math.Vector;

public class CosineSimilarity implements VectorSimilarityMeasure {

  @Override
  public Vector normalize(Vector vector) {
    return vector.normalize();
  }

  @Override
  public double norm(Vector vector) {
    return VectorSimilarityMeasure.NO_NORM;
  }

  @Override
  public double aggregate(double valueA, double nonZeroValueB) {
    return valueA * nonZeroValueB;
  }

  @Override
  public double similarity(double dots, double normA, double normB, int numberOfColumns) {
    return dots;
  }

  @Override
  public boolean consider(int numNonZeroEntriesA, int numNonZeroEntriesB, double maxValueA, double maxValueB,
      double threshold) {
    return numNonZeroEntriesB >= threshold / maxValueA
        && numNonZeroEntriesA >= threshold / maxValueB;
  }
}