/* * Encog(tm) Core v2.5 - Java Version * http://www.heatonresearch.com/encog/ * http://code.google.com/p/encog-java/ * Copyright 2008-2010 Heaton Research, Inc. * * Licensed 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. * * For more information on Heaton Research copyrights, licenses * and trademarks visit: * http://www.heatonresearch.com/copyright */ package org.encog.neural.networks.training.competitive.neighborhood; import org.slf4j.Logger; import org.slf4j.LoggerFactory; /** * A very simple neighborhood function that will return 1.0 (full effect) for * the winning neuron, and 0.0 (no change) for everything else. * * @author jheaton * */ public class NeighborhoodSingle implements NeighborhoodFunction { /** * The logging object. */ @SuppressWarnings("unused") private final Logger logger = LoggerFactory.getLogger(this.getClass()); /** * Determine how much the current neuron should be affected by training * based on its proximity to the winning neuron. * * @param currentNeuron * THe current neuron being evaluated. * @param bestNeuron * The winning neuron. * @return The ratio for this neuron's adjustment. */ public double function(final int currentNeuron, final int bestNeuron) { if (currentNeuron == bestNeuron) { return 1.0; } else { return 0.0; } } /** * The radius for this neighborhood function is always 1. * @return The radius. */ public double getRadius() { return 1; } /** * Set the radius. This type does not use a radius, so this has no effect. * * @param radius * The radius. */ public void setRadius(final double radius) { // no effect on this type } }