kpcrModel.h

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// -*- Mode: C++; tab-width: 2; -*-
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//
//

#ifndef BALL_QSAR_KPCRMODEL_H
#define BALL_QSAR_KPCRMODEL_H

#ifndef BALL_QSAR_KERNELMODEL_H
#include <BALL/QSAR/kernelModel.h>
#endif

#ifndef BALL_QSAR_PCRMODEL_H
#include <BALL/QSAR/pcrModel.h>
#endif

#ifndef BALL_QSAR_NONLINEARMODEL_H
#include <BALL/QSAR/nonlinearModel.h>
#endif

namespace BALL
{
  namespace QSAR
  {
    class BALL_EXPORT KPCRModel : public KernelModel, public LatentVariableModel
    {
      public:
        KPCRModel(const QSARData& q, int k_type, double p1, double p2=-1);
        
        KPCRModel(const QSARData& q, Eigen::VectorXd& w);
        
        KPCRModel(const QSARData& q, String s1, String s2);
        
        KPCRModel(const QSARData& q, const LinearModel& lm, int column);

        ~KPCRModel();
        
        
        void setFracVar(double frac_var);
        
        void train();
        
        void setParameters(vector<double>& v);
        
        vector<double> getParameters() const;
        
        
      private:
        
        double frac_var_;
    };
  }
}

#endif //KPCRMODEL