/*
 * 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.lucene.search.similarities;

/**
 * Normalized chi-squared measure of distance from independence
 *
 * <p>Described as: "can be used for tasks that require high precision, against both short and long
 * queries."
 *
 * @lucene.experimental
 */
public class IndependenceChiSquared extends Independence {

  /** Sole constructor. */
  public IndependenceChiSquared() {}

  @Override
  public double score(double freq, double expected) {
    return (freq - expected) * (freq - expected) / expected;
  }

  @Override
  public String toString() {
    return "ChiSquared";
  }
}
