simpleCPTDisturber_tpl.h

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/***************************************************************************
 *   Copyright (C) 2005 by Christophe GONZALES and Pierre-Henri WUILLEMIN  *
 *   {prenom.nom}_at_lip6.fr                                               *
 *                                                                         *
 *   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 2 of the License, or     *
 *   (at your option) any later version.                                   *
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 *   This program 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 General Public License for more details.                          *
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 *   Free Software Foundation, Inc.,                                       *
 *   59 Temple Place - Suite 330, Boston, MA  02111-1307, USA.             *
 ***************************************************************************/
#include <agrum/BN/generator/simpleCPTDisturber.h>

namespace gum {

  // Default constructor.
  template < typename GUM_SCALAR >
  INLINE SimpleCPTDisturber< GUM_SCALAR >::SimpleCPTDisturber() :
      ICPTDisturber< GUM_SCALAR >() {
    GUM_CONSTRUCTOR(SimpleCPTDisturber);
  }

  // Destructor.
  template < typename GUM_SCALAR >
  INLINE SimpleCPTDisturber< GUM_SCALAR >::~SimpleCPTDisturber() {
    GUM_DESTRUCTOR(SimpleCPTDisturber);
  }

  // Generates a CPT using GUM_SCALAR.
  // @param varID The variable id of the CPT owner.
  // @param cpt A reference on the CPT to fill.

  template < typename GUM_SCALAR >
  void SimpleCPTDisturber< GUM_SCALAR >::disturbReducCPT(
     NodeId                   node,
     BayesNet< GUM_SCALAR >&  bayesNet,
     Potential< GUM_SCALAR >& src,
     Potential< GUM_SCALAR >& marg) {
    Instantiation i_src(src);
    Instantiation i_dest(bayesNet.cpt(node));
    Instantiation i_marg(marg);

    for (i_dest.setFirst(); !i_dest.end(); ++i_dest) {
      GUM_SCALAR potval = 0;

      i_src.setVals(i_dest);
      for (i_marg.setFirst(); !i_marg.end(); ++i_marg) {
        i_src.setVals(i_marg);
        potval += src.get(i_src) * marg.get(i_marg);
      }

      bayesNet.cpt(node).set(i_dest, potval);
    }

    bayesNet.cpt(node).normalizeAsCPT();
  }

  template < typename GUM_SCALAR >
  void SimpleCPTDisturber< GUM_SCALAR >::disturbAugmCPT(
     NodeId                   node,
     BayesNet< GUM_SCALAR >&  bayesNet,
     Potential< GUM_SCALAR >& src,
     GUM_SCALAR               variation) {
    Instantiation i(bayesNet.cpt(node));

    for (i.setFirst(); !i.end(); ++i)
      bayesNet.cpt(node).set(i,
                             src.get(i) + GUM_SCALAR(randomProba()) * variation);

    bayesNet.cpt(node).normalizeAsCPT();
  }

} /* namespace gum */