blob: 971f00fe3639a5803c54b147c96b357ae655377c [file] [log] [blame]
package org.apache.samoa.learners.classifiers.rules.common;
/*
* #%L
* SAMOA
* %%
* Copyright (C) 2014 - 2015 Apache Software Foundation
* %%
* 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.
* #L%
*/
import java.util.LinkedList;
import java.util.List;
import org.apache.samoa.instances.Instance;
import org.apache.samoa.moa.AbstractMOAObject;
import org.apache.samoa.moa.classifiers.rules.core.conditionaltests.NumericAttributeBinaryRulePredicate;
/**
* The base class for "rule". Represents the most basic rule with and ID and a list of features (nodeList).
*
* @author Anh Thu Vu
*
*/
public abstract class Rule extends AbstractMOAObject {
private static final long serialVersionUID = 1L;
protected int ruleNumberID;
protected List<RuleSplitNode> nodeList;
/*
* Constructor
*/
public Rule() {
this.nodeList = new LinkedList<RuleSplitNode>();
}
/*
* Rule ID
*/
public int getRuleNumberID() {
return ruleNumberID;
}
public void setRuleNumberID(int ruleNumberID) {
this.ruleNumberID = ruleNumberID;
}
/*
* RuleSplitNode list
*/
public List<RuleSplitNode> getNodeList() {
return nodeList;
}
public void setNodeList(List<RuleSplitNode> nodeList) {
this.nodeList = nodeList;
}
/*
* Covering
*/
public boolean isCovering(Instance inst) {
boolean isCovering = true;
for (RuleSplitNode node : nodeList) {
if (node.evaluate(inst) == false) {
isCovering = false;
break;
}
}
return isCovering;
}
/*
* Add RuleSplitNode
*/
public boolean nodeListAdd(RuleSplitNode ruleSplitNode) {
// Check that the node is not already in the list
boolean isIncludedInNodeList = false;
boolean isUpdated = false;
for (RuleSplitNode node : nodeList) {
NumericAttributeBinaryRulePredicate nodeTest = (NumericAttributeBinaryRulePredicate) node.getSplitTest();
NumericAttributeBinaryRulePredicate ruleSplitNodeTest = (NumericAttributeBinaryRulePredicate) ruleSplitNode
.getSplitTest();
if (nodeTest.isUsingSameAttribute(ruleSplitNodeTest)) {
isIncludedInNodeList = true;
if (nodeTest.isIncludedInRuleNode(ruleSplitNodeTest) == true) { // remove this line to keep the most recent attribute value
// replace the value
nodeTest.setAttributeValue(ruleSplitNodeTest);
isUpdated = true; // if is updated (i.e. an expansion happened) a new learning node should be created
}
}
}
if (isIncludedInNodeList == false) {
this.nodeList.add(ruleSplitNode);
}
return (!isIncludedInNodeList || isUpdated);
}
}