/*
* Encog(tm) Java Examples v3.4
* http://www.heatonresearch.com/encog/
* https://github.com/encog/encog-java-examples
*
* Copyright 2008-2016 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.
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package org.encog.examples.ml.bayesian;
import org.encog.ml.bayesian.BayesianEvent;
import org.encog.ml.bayesian.BayesianNetwork;
import org.encog.ml.bayesian.EventType;
import org.encog.ml.bayesian.query.enumerate.EnumerationQuery;
import org.encog.ml.bayesian.query.sample.SamplingQuery;
public class SimpleBayesian {
public static void main(String[] args) {
// build the bayesian network structure
BayesianNetwork network = new BayesianNetwork();
BayesianEvent rained = network.createEvent("rained");
BayesianEvent evenTemperatures = network.createEvent("temperature");
BayesianEvent gardenGrew = network.createEvent("gardenGrew");
BayesianEvent plentyOfCarrots = network.createEvent("carrots");
BayesianEvent plentyOfTomatoes = network.createEvent("Tomatoes");
network.createDependency(rained, gardenGrew);
network.createDependency(evenTemperatures, gardenGrew);
network.createDependency(gardenGrew, plentyOfCarrots);
network.createDependency(gardenGrew, plentyOfTomatoes);
network.finalizeStructure();
// build the truth tales
rained.getTable().addLine(0.2, true);
evenTemperatures.getTable().addLine(0.5, true);
gardenGrew.getTable().addLine(0.9, true, true, true);
gardenGrew.getTable().addLine(0.7, true, false, true);
gardenGrew.getTable().addLine(0.5, true, true, false);
gardenGrew.getTable().addLine(0.1, true, false, false);
plentyOfCarrots.getTable().addLine(0.8, true, true);
plentyOfCarrots.getTable().addLine(0.2, true, false);
plentyOfTomatoes.getTable().addLine(0.6, true, true);
plentyOfTomatoes.getTable().addLine(0.1, true, false);
// validate the network
network.validate();
// display basic stats
System.out.println(network.toString());
System.out.println("Parameter count: " + network.calculateParameterCount());
EnumerationQuery query = new EnumerationQuery(network);
//SamplingQuery query = new SamplingQuery(network);
query.defineEventType(rained, EventType.Evidence);
query.defineEventType(evenTemperatures, EventType.Evidence);
query.defineEventType(plentyOfCarrots, EventType.Outcome);
query.setEventValue(rained, true);
query.setEventValue(evenTemperatures, true);
query.setEventValue(plentyOfCarrots, true);
query.execute();
System.out.println(query.toString());
}
}