/**
 * 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.
 */

package org.apache.mahout.math.hadoop.similarity.cooccurrence.measures;

import org.apache.mahout.math.stats.LogLikelihood;

public class LoglikelihoodSimilarity extends CountbasedMeasure {

  @Override
  public double similarity(double summedAggregations, double normA, double normB, int numberOfColumns) {
    double logLikelihood = LogLikelihood.logLikelihoodRatio((long) summedAggregations, (long) (normB - summedAggregations),
        (long) (normA - summedAggregations), (long) (numberOfColumns - normA - normB + summedAggregations));

    return 1.0 - 1.0 / (1.0 + logLikelihood);
  }

}