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JPMML class model evaluator
/*
* Copyright (c) 2013 Villu Ruusmann
*
* This file is part of JPMML-Evaluator
*
* JPMML-Evaluator is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* JPMML-Evaluator is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with JPMML-Evaluator. If not, see .
*/
package org.jpmml.evaluator;
/**
*
* A marker interface for classification or clustering results that provide an affinity distribution.
*
*
*
* Affinity represents a degree of attraction between the sample and a particular category.
*
*
* PMML deals with two kinds of affinities:
*
* - Distance between two points in an n-dimensional feature space. Smaller distance values indicate more optimal fit.
* - Similarity between two feature vectors. Greater similarity values indicate more optimal fit.
*
*
* @see org.dmg.pmml.ResultFeature#AFFINITY
*/
public interface HasAffinity extends CategoricalResultFeature {
/**
*
* Gets the affinity towards the specified category.
*
*
* @return An affinity in the range from 0.0 to positive infinity.
* The affinity of an unknown category is the least optimal value in the range of valid values (ie. {@link Double#POSITIVE_INFINITY} for distance measures and 0.0 for similarity measures).
*
* @see #getCategories()
*/
Double getAffinity(String category);
/**
* @see #getCategories()
*/
Report getAffinityReport(String category);
}