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//                                               -*- C++ -*-
/**
 *  @file  LeastSquaresMetaModelSelectionFactory.hxx
 *  @brief A factory for building LeastSquaresMetaModelSelection objects
 *
 *  (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: LeastSquaresMetaModelSelectionFactory.hxx 1649 2010-11-09 12:44:00Z dutka $
 */
#ifndef OPENTURNS_LEASTSQUARESMETAMODELSELECTIONFACTORY_HXX
#define OPENTURNS_LEASTSQUARESMETAMODELSELECTIONFACTORY_HXX

#include "NumericalSample.hxx"
#include "ApproximationAlgorithmImplementationFactory.hxx"
#include "LeastSquaresMetaModelSelection.hxx"
#include "BasisSequenceFactory.hxx"
#include "CorrectedLeaveOneOut.hxx"

namespace OpenTURNS {

  namespace Base {

    namespace Algo {

      /**
       * @class LeastSquaresMetaModelSelectionFactory
       *
       * A factory for building LeastSquaresMetaModelSelection objects
       */
      class LeastSquaresMetaModelSelectionFactory
        : public ApproximationAlgorithmImplementationFactory
      {
      CLASSNAME;
      public:
        typedef Base::Common::StorageManager                                              StorageManager;
        typedef Base::Func::BasisSequenceFactory                                          BasisSequenceFactory;
        typedef Base::Func::LAR                                                           LAR;
        typedef Base::Type::NumericalPoint                                                NumericalPoint;
        typedef Base::Stat::NumericalSample                                               NumericalSample;
        typedef Base::Func::Basis                                                         Basis;

        /** Constructor */
        LeastSquaresMetaModelSelectionFactory(const BasisSequenceFactory & fact = LAR(),
                                              const FittingAlgorithm & algo = CorrectedLeaveOneOut());

        /** Virtual constructor */
        LeastSquaresMetaModelSelectionFactory * clone() const;

        /** Accessors */
        BasisSequenceFactory getBasisSequenceFactory() const;
        FittingAlgorithm getFittingAlgorithm() const;

        /** Method to create new LeastSquaresMetaModelSelection objects */
        virtual LeastSquaresMetaModelSelection * build(const NumericalSample & x,
                                                       const NumericalSample & y,
                                                       const NumericalPoint & weight,
                                                       const Basis & psi) const;
        /** String converter */
        virtual String __repr__() 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);

      private:
        /** The algorithm that generates a family of basis */
        BasisSequenceFactory basisSequenceFactory_;

        /** The cross-validation algorithm */
        FittingAlgorithm fittingAlgorithm_;


      }; /* class LeastSquaresMetaModelSelectionFactory */


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

#endif /* OPENTURNS_LEASTSQUARESMETAMODELSELECTIONFACTORY_HXX */