/* * Apache License * Version 2.0, January 2004 * http://www.apache.org/licenses/ * * Copyright 2013 Aurelian Tutuianu * Copyright 2014 Aurelian Tutuianu * Copyright 2015 Aurelian Tutuianu * Copyright 2016 Aurelian Tutuianu * * 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. * */ package rapaio.ml.classifier.rule.onerule; import rapaio.sys.WS; import java.io.Serializable; import java.util.ArrayList; import java.util.List; /** * Set of rules for one rule algorithm, one rule algorithm builds all possible rule sets and * select only the best one for prediction. * <p> * Created by <a href="mailto:padreati@yahoo.com">Aurelian Tutuianu</a> on 9/14/15. */ public class RuleSet implements Serializable { private static final long serialVersionUID = 9205593021518165406L; final String varName; final List<Rule> rules = new ArrayList<>(); public RuleSet(String varName) { this.varName = varName; } public String getVarName() { return varName; } public List<Rule> getRules() { return rules; } public double getAccuracy() { double total = 0; double err = 0; for (Rule rule : rules) { total += rule.getTotalCount(); err += rule.getErrorCount(); } return (total - err) / total; } @Override public String toString() { return "RuleSet {" + "var=" + varName + ", acc=" + WS.formatFlex(getAccuracy()) + "}"; } }