/*
* 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;
import org.apache.lucene.search.Explanation;
import static org.apache.lucene.search.similarities.SimilarityBase.log2;
An approximation of the I(ne) model.
@lucene.experimental
/**
* An approximation of the <em>I(n<sub>e</sub>)</em> model.
* @lucene.experimental
*/
public class BasicModelIF extends BasicModel {
Sole constructor: parameter-free /** Sole constructor: parameter-free */
public BasicModelIF() {}
@Override
public final double score(BasicStats stats, double tfn, double aeTimes1pTfn) {
long N = stats.getNumberOfDocuments();
long F = stats.getTotalTermFreq();
double A = log2(1 + (N + 1) / (F + 0.5));
// basic model IF should return A * tfn
// which we rewrite to A * (1 + tfn) - A
// so that it can be combined with the after effect while still guaranteeing
// that the result is non-decreasing with tfn
return A * aeTimes1pTfn * (1 - 1 / (1 + tfn));
}
@Override
public Explanation explain(BasicStats stats, double tfn, double aeTimes1pTfn) {
return Explanation.match(
(float) (score(stats, tfn, aeTimes1pTfn) * (1 + tfn) / aeTimes1pTfn),
getClass().getSimpleName() + ", computed as " +
"tfn * log2(1 + (N + 1) / (F + 0.5)) from:",
Explanation.match((float) tfn, "tfn, normalized term frequency"),
Explanation.match(stats.getNumberOfDocuments(),
"N, total number of documents with field"),
Explanation.match(stats.getTotalTermFreq(),
"F, total number of occurrences of term across all documents"));
}
@Override
public String toString() {
return "I(F)";
}
}