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//                                               -*- C++ -*-
/**
 *  @file  ApproximationAlgorithmImplementation.hxx
 *  @brief Regression from a data sample upon a particular basis
 *
 *  (C) Copyright 2005-2011 EDF-EADS-Phimeca
 *
 *  This library is free software; you can redistribute it and/or
 *  modify it under the terms of the GNU Lesser General Public
 *  License as published by the Free Software Foundation; either
 *  version 2.1 of the License.
 *
 *  This library 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
 *  Lesser General Public License for more details.
 *
 *  You should have received a copy of the GNU Lesser General Public
 *  License along with this library; if not, write to the Free Software
 *  Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307 USA
 *
 *  @author: $LastChangedBy: schueller $
 *  @date:   $LastChangedDate: 2010-11-09 13:44:00 +0100 (Tue, 09 Nov 2010) $
 *  Id:      $Id: ApproximationAlgorithmImplementation.hxx 1649 2010-11-09 12:44:00Z dutka $
 */
#ifndef OPENTURNS_APPROXIMATIONALGORITHMIMPLEMENTATION_HXX
#define OPENTURNS_APPROXIMATIONALGORITHMIMPLEMENTATION_HXX

#include "PersistentObject.hxx"
#include "NumericalPoint.hxx"
#include "NumericalSample.hxx"
#include "Basis.hxx"

namespace OpenTURNS {

  namespace Base {

    namespace Algo {

      /**
       * @class ApproximationAlgorithmImplementation
       *
       * Regression from a data sample upon a particular basis
       */
      class ApproximationAlgorithmImplementation
        : public Common::PersistentObject
      {
        CLASSNAME;

      public:

        typedef Type::NumericalPoint        NumericalPoint;
        typedef Stat::NumericalSample       NumericalSample;
        typedef Func::Basis                 Basis;
        typedef Common::StorageManager      StorageManager;

        /** Default constructor */
        ApproximationAlgorithmImplementation();

        /** Default constructor */
        ApproximationAlgorithmImplementation(const NumericalSample & x,
                                             const NumericalSample & y,
                                             const Basis & psi);
        /** Default constructor */
        ApproximationAlgorithmImplementation(const NumericalSample & x,
                                             const NumericalSample & y,
                                             const NumericalPoint & weight,
                                             const Basis & psi);

        /** Virtual constructor */
        virtual ApproximationAlgorithmImplementation * clone() const = 0;

        /** Sample accessors */
        NumericalSample getX() const;
        NumericalSample getY() const;

        /** Weigths accessor */
        NumericalPoint getWeight() const;

        /** Basis accessor */
        Basis getPsi() const;

        /** String converter */
        virtual String __repr__() const;
        virtual String __str__(const String & offset = "") const;

        /** Perform the selection */
        virtual void run() = 0;

        /** Acccessor to the coefficients of the selected metamodel on the provided basis */
        NumericalPoint getCoefficients();

        /** Acccessor to the residual of the selected metamodel on the provided basis */
        NumericalScalar getResidual();

        NumericalScalar getRelativeError();

        /** Verbosity accessor */
        void setVerbose(const Bool verbose);
        Bool getVerbose() const;

        /** Method save() stores the object through the StorageManager */
        virtual void save(StorageManager::Advocate & adv) const;

        /** Method load() reloads the object from the StorageManager */
        virtual void load(StorageManager::Advocate & adv);

      protected:

        void setCoefficients(const NumericalPoint & coefficients);

        void setResidual(const NumericalScalar residual);

        void setRelativeError(const NumericalScalar relativeError);

        /** Input sample */
        NumericalSample x_;

        /** Output sample */
        NumericalSample y_;

        /** Weights */
        NumericalPoint weight_;

        /** Basis */
        Basis psi_;

        mutable Bool isAlreadyComputedCoefficients_;

      private:
        /** Regression coefficients */
        NumericalPoint coefficients_;

        /** Residual */
        NumericalScalar residual_;

        /** Relative error */
        NumericalScalar relativeError_;

        /** Verbosity flag */
        Bool verbose_;


      }; /* class ApproximationAlgorithmImplementation */

    } /* namespace Algo */
  } /* namespace Base */
} /* namespace OpenTURNS */

#endif /* OPENTURNS_APPROXIMATIONALGORITHMIMPLEMENTATION_HXX */