
com.davidbracewell.atlas.scoring.PageRank Maven / Gradle / Ivy
/*
* (c) 2005 David B. Bracewell
*
* 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 com.davidbracewell.atlas.scoring;
import com.davidbracewell.atlas.Graph;
import com.davidbracewell.collection.Counter;
import com.davidbracewell.collection.Counters;
import com.google.common.base.Preconditions;
/**
* @author David B. Bracewell
*/
public class PageRank extends AbstractVertexScorer {
private static final long serialVersionUID = -7329282877612595474L;
private final double dampingFactor;
private final int maxIterations;
private final double tolerance;
public PageRank() {
this(100, 0.85, 0.001);
}
public PageRank(int maxIterations, double dampingFactor, double tolerance) {
this.maxIterations = maxIterations;
this.dampingFactor = dampingFactor;
this.tolerance = tolerance;
}
@Override
public Counter score(Graph g) {
Preconditions.checkNotNull(g, "The graph must not be null.");
Counter pageRank = Counters.newHashMapCounter();
for (V vertex : g.vertices()) {
pageRank.increment(vertex, 1d / g.numberOfVertices());
}
double lastValue = 0d;
for (int itr = 0; itr < maxIterations; itr++) {
double thisValue = 0d;
Counter thisRound = Counters.newHashMapCounter();
for (V vertex : g.vertices()) {
double pr = 0;
for (V v2 : g.getPredecessors(vertex)) {
pr += (pageRank.get(v2) / g.outDegree(v2));
}
pr = (1 - dampingFactor) + dampingFactor * pr;
thisValue += pr;
thisRound.set(vertex, pr);
}
if (Math.abs(thisValue - lastValue) < tolerance) {
break;
}
lastValue = thisValue;
pageRank = thisRound;
}
return pageRank;
}
}//END OF PageRank
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