ManifoldParzen2.h

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// -*- C++ -*-

// ManifoldParzen2.h
// 
// Copyright (C) 2003 Pascal Vincent, Julien Keable
// 
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are met:
// 
//  1. Redistributions of source code must retain the above copyright
//     notice, this list of conditions and the following disclaimer.
// 
//  2. Redistributions in binary form must reproduce the above copyright
//     notice, this list of conditions and the following disclaimer in the
//     documentation and/or other materials provided with the distribution.
// 
//  3. The name of the authors may not be used to endorse or promote
//     products derived from this software without specific prior written
//     permission.
// 
// THIS SOFTWARE IS PROVIDED BY THE AUTHORS ``AS IS'' AND ANY EXPRESS OR
// IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES
// OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN
// NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
// SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED
// TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
// PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
// LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
// NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
// SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
// 
// This file is part of the PLearn library. For more information on the PLearn
// library, go to the PLearn Web site at www.plearn.org

#ifndef ManifoldParzen2_INC
#define ManifoldParzen2_INC

#include "GaussMix.h"

namespace PLearn {
using namespace std;

class ManifoldParzen2 : public GaussMix
{

protected:
  // *********************
  // * protected options *
  // *********************

  // ### declare protected option fields (such as learnt parameters) here
  // ...

  int nneighbors; 
  int ncomponents; 
  
  bool use_last_eigenval;
  real scale_factor;
  double global_lambda0;
public:

  typedef GaussMix inherited;

  // ************************
  // * public build options *
  // ************************

  // ### declare public option fields (such as build options) here
  // ...

  // ****************
  // * Constructors *
  // ****************

  // Default constructor, make sure the implementation in the .cc
  // initializes all fields to reasonable default values.
  ManifoldParzen2();

  // ******************
  // * Object methods *
  // ******************

  ManifoldParzen2(int the_nneighbors, int the_ncomponents, bool use_last_eigenvalue=true, real scale_factor=1);
  
private: 
  // (Please implement in .cc)
  void build_();

public:
  // simply calls inherited::build() then build_() 
  virtual void build();

  virtual void makeDeepCopyFromShallowCopy(map<const void*, void*>& copies);

  PLEARN_DECLARE_OBJECT(ManifoldParzen2);

  // *******************
  // * Learner methods *
  // *******************

  // NOTE : the function assumes that the training_set has only input columns ! (width = dimension of feature space)
  virtual void train(); 

};

// Declares a few other classes and functions related to this class
DECLARE_OBJECT_PTR(ManifoldParzen2);
  
} // end of namespace PLearn

#endif

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