source: trunk/yat/regression/Polynomial.cc @ 703

// $Id: Polynomial.cc 703 2006-12-18 00:47:44Z jari $

/*
  Copyright (C) The authors contributing to this file.

  This file is part of the yat library, http://lev.thep.lu.se/trac/yat

  The yat library 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.

  The yat 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
  General Public License for more details.

  You should have received a copy of the GNU General Public License
  along with this program; if not, write to the Free Software
  Foundation, Inc., 59 Temple Place - Suite 330, Boston, MA
  02111-1307, USA.
*/

#include "Polynomial.h"
#include "yat/utility/matrix.h"
#include "yat/utility/vector.h"

namespace theplu {
namespace yat {
namespace regression {

  Polynomial::Polynomial(size_t power)
    : OneDimensional(), mse_(0), power_(power)
  {
  }

  Polynomial::~Polynomial(void)
  {
  }

  void Polynomial::fit(const utility::vector& x, const utility::vector& y)
  {
    utility::matrix X=utility::matrix(x.size(),power_+1,1);
    for (size_t i=0; i<X.rows(); ++i)
      for (u_int j=1; j<X.columns(); j++)
        X(i,j)=X(i,j-1)*x(i);
    md_.fit(X,y);
  }

  double Polynomial::predict(const double x) const
  {
    utility::vector vec(power_+1,1);
    for (size_t i=1; i<=power_; ++i)
      vec(i) = vec(i-1)*x;
    return md_.predict(vec);
  }


  double Polynomial::standard_error(const double x) const
  {
    utility::vector vec(power_+1,1);
    for (size_t i=1; i<=power_; ++i)
      vec(i) = vec(i-1)*x;
    return md_.standard_error(vec);
  }

}}} // of namespaces regression, yat, and theplu