/**
* 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;
}
}