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); } }