/** * Copyright (c) 2011, SOCIETIES Consortium (WATERFORD INSTITUTE OF TECHNOLOGY (TSSG), HERIOT-WATT UNIVERSITY (HWU), SOLUTA.NET * (SN), GERMAN AEROSPACE CENTRE (Deutsches Zentrum fuer Luft- und Raumfahrt e.V.) (DLR), Zavod za varnostne tehnologije * informacijske družbe in elektronsko poslovanje (SETCCE), INSTITUTE OF COMMUNICATION AND COMPUTER SYSTEMS (ICCS), LAKE * COMMUNICATIONS (LAKE), INTEL PERFORMANCE LEARNING SOLUTIONS LTD (INTEL), PORTUGAL TELECOM INOVAÇÃO, SA (PTIN), IBM Corp., * INSTITUT TELECOM (ITSUD), AMITEC DIACHYTI EFYIA PLIROFORIKI KAI EPIKINONIES ETERIA PERIORISMENIS EFTHINIS (AMITEC), TELECOM * ITALIA S.p.a.(TI), TRIALOG (TRIALOG), Stiftelsen SINTEF (SINTEF), NEC EUROPE LTD (NEC)) * All rights reserved. * * Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following * conditions are met: * * 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * * 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following * disclaimer in the documentation and/or other materials provided with the distribution. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, * BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT * SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ package org.societies.personalisation.dianne.model; import java.util.Iterator; public class OutcomeNode extends Node { double potential; double gradient; public OutcomeNode(int ID, String groupName, String nodeName) { super(ID, groupName, nodeName); potential = 0.0; } public void calculatePotential() { double tmpPotential = 0.0; Iterator<Synapse> synapses_it = synapses.iterator(); while(synapses_it.hasNext()) { Synapse nextSynapse = (Synapse)synapses_it.next(); if(nextSynapse.getPreNode().getActive()) //the context pre-node is active { tmpPotential = tmpPotential+nextSynapse.getWeight(); } } //apply squashing function to tmpPotential potential = squash(tmpPotential); } /* * Squashing function method */ private double squash(double tmpPotential) { return gradient*tmpPotential; } /* * Boosting methods */ public void boost(double boost_value) { //update synapses by boost_value System.out.println("Outcome node "+nodeName+" boosting by "+boost_value); double delta_sw = calculateDeltaSW(boost_value); System.out.println("Delta_sw = "+delta_sw); updateWeights(delta_sw); } private double calculateDeltaSW(double boost_value) { //divide boost_value by the number of synapses with preNode=on int count = 0; Iterator<Synapse> synapses_it = synapses.iterator(); while(synapses_it.hasNext()) { Synapse nextSynapse = (Synapse)synapses_it.next(); if(nextSynapse.getPreNode().active) //check if preNode is active { count++; } } System.out.println("no. of active synapses = "+count); return boost_value/count; } private void updateWeights(double update_value) { Iterator<Synapse> synapses_it = synapses.iterator(); while(synapses_it.hasNext()) { Synapse nextSynapse = (Synapse)synapses_it.next(); if(nextSynapse.getPreNode().active) //check if preNode is active { double weight = nextSynapse.getWeight(); double weight_prime = weight+update_value; nextSynapse.setWeight(weight_prime); } } } /* * Setter methods */ public void initialiseGradient(double gradient) { this.gradient = gradient; } public void setGradient(double gradient) { this.gradient = gradient; calculatePotential(); } public void setPotential(double potential) { this.potential = potential; } /* * Getter methods */ public double getPotential() { return potential; } }