source: trunk/yat/utility/WeNNI.h @ 703

#ifndef _theplu_yat_utility_wenni_
#define _theplu_yat_utility_wenni_ 

// $Id: WeNNI.h 703 2006-12-18 00:47:44Z jari $

/*
  Copyright (C) 2004 Jari Häkkinen
  Copyright (C) 2005 Peter Johansson
  Copyright (C) 2006 Jari Häkkinen

  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 "NNI.h"
#include "matrix.h"

#include <iostream>

namespace theplu {
namespace yat {
namespace utility {

  ///
  /// WeNNI is a continuous weights generalization of the (binary
  /// weights) kNNI algorithm presented by Troyanskaya et al. A
  /// reference to this paper is found in the NNI document referred to
  /// in the NNI class documentation. The NNI document also describes
  /// WeNNI in depth.
  ///
  /// @see NNI and kNNI
  ///
  class WeNNI : public NNI
  {
  public:
    ///
    /// Constructor
    ///
    WeNNI(const utility::matrix& matrix,const utility::matrix& weight,
          const u_int neighbours);

    ///
    /// Perform WeNNI on data in \a matrix with continuous uncertainty
    /// weights in \a weight using \a neighbours for the new impute
    /// value.
    ///
    u_int estimate(void);

    ///
    /// @return A const reference to imputed_data_raw.
    ///
    const utility::matrix& imputed_data_raw(void) const 
    { return imputed_data_raw_; }


  private:

    utility::matrix imputed_data_raw_;
  };

}}} // of namespace utility, yat, and theplu

#endif