/*
* 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()) + "}";
}
}