ROCEvaluation.h

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/*
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 3 of the License, or
 * (at your option) any later version.
 *
 * Written (W) 2011 Sergey Lisitsyn
 * Copyright (C) 2011 Berlin Institute of Technology and Max-Planck-Society
 */

#ifndef ROCEVALUATION_H_
#define ROCEVALUATION_H_

#include <shogun/evaluation/BinaryClassEvaluation.h>

namespace shogun
{

class CLabels;

class CROCEvaluation: public CBinaryClassEvaluation
{
public:
    CROCEvaluation() :
        CBinaryClassEvaluation(), m_ROC_graph(NULL),
        m_auROC(0.0), m_ROC_length(0), m_computed(false) {};

    virtual ~CROCEvaluation();

    virtual inline const char* get_name() const { return "ROCEvaluation"; };

    virtual float64_t evaluate(CLabels* predicted, CLabels* ground_truth);

    inline EEvaluationDirection get_evaluation_direction()
    {
        return ED_MAXIMIZE;
    }

    float64_t get_auROC();

    SGMatrix<float64_t> get_ROC();

    SGVector<float64_t> get_thresholds();

protected:

    float64_t* m_ROC_graph;

    float64_t* m_thresholds;

    float64_t m_auROC;

    int32_t m_ROC_length;

    bool m_computed;
};

}

#endif /* ROCEVALUATION_H_ */