/*
* 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.model;
import org.chombo.util.FeatureSchema;
/**
* Predictor models that make probabilistic prediction
* @author pranab
*
*/
public abstract class ProbabilisticPredictiveModel extends PredictiveModel {
/**
* @param schema
*/
public ProbabilisticPredictiveModel(FeatureSchema schema) {
super(schema);
}
/**
* @param items
* @return
*/
@Override
public String predict(String[] items) {
predictClassProb(items);
double probThreshold = 0.5;
if (costBasedPredictionEnabled) {
probThreshold = falsePosCost / (falsePosCost + falseNegCost);
}
double posClassProb = predClassProb.getLeft().equals(posClass) ? predClassProb.getRight() :
1.0 - predClassProb.getRight();
predClass = posClassProb > probThreshold ? posClass : negClass;
if (errorCountingEnabled) {
countError();
}
return predClass;
}
}