/**
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You 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 edu.uci.jforests.eval;
import edu.uci.jforests.sample.Sample;
/**
* @author Yasser Ganjisaffar
*/
public abstract class EvaluationMetric {
private boolean isLargerBetter;
public EvaluationMetric(boolean isLargerBetter) {
this.isLargerBetter = isLargerBetter;
}
public boolean largerIsBetter() {
return isLargerBetter;
}
public abstract double measure(double[] predictions, Sample sample) throws Exception;
public boolean isFirstBetter(double first, double second, double tolerance) {
if (Double.isNaN(second)) {
return true;
}
if (isLargerBetter) {
return (first * (1 + tolerance)) > second;
} else {
return (first * (1 - tolerance)) < second;
}
}
}
Ads help maintain this website.