/* * avenir: Predictive analytic based on Hadoop Map Reduce * Author: Pranab Ghosh * * 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 org.avenir.util; /** * @author pranab * */ public class CostBasedArbitrator { private String posClass; private String negClass; private int falseNegCost; private int falsePosCost; /** * @param negClass * @param posClass * @param falseNegCost * @param falsePosCost */ public CostBasedArbitrator(String negClass, String posClass, int falseNegCost, int falsePosCost) { this.posClass = posClass; this.negClass = negClass; this.falseNegCost = falseNegCost; this.falsePosCost = falsePosCost; } /** * @param posProb * @param negProb * @return */ public String arbitrate(int posProb, int negProb) { int negCost = falseNegCost * posProb + negProb; int posCost = falsePosCost * negProb + posProb; String predClass = posCost < negCost ? posClass : negClass; return predClass; } /** * @param posProb * @return */ public String classify(int posProb) { String predClass = posProb > (falsePosCost * 100) / (falsePosCost + falseNegCost) ? posClass : negClass; return predClass; } }