NearestNeighborPredictionCost.h

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// -*- C++ -*-

// NearestNeighborPredictionCost.h
//
// Copyright (C) 2004 Martin Monperrus 
// 
// 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

/* *******************************************************      
   * $Id: NearestNeighborPredictionCost.h,v 1.1 2004/08/12 16:11:59 monperrm Exp $ 
   ******************************************************* */

// Authors: Martin Monperrus

#ifndef NearestNeighborPredictionCost_INC
#define NearestNeighborPredictionCost_INC

#include "plearn/base/Object.h"
#include "plearn_learners/generic/PLearner.h"

namespace PLearn {
//using namespace PLearn; 
using namespace std;

class NearestNeighborPredictionCost: public Object
{

private:
  
  typedef Object inherited;

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

  // ### declare protected option fields (such as learnt parameters) here
  // ...
  PP<PLearner> learner;
public:

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

  // build options)
  int knn;
  VMat test_set;
  string learner_spec;

  // Others
  Vec cost;
  VMat computed_outputs;
  // ****************
  // * Constructors *
  // ****************

  // ### Make sure the implementation in the .cc
  // ### initializes all fields to reasonable default values.
  NearestNeighborPredictionCost();


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

private: 
  // (PLEASE IMPLEMENT IN .cc)
  void build_();

protected: 
  // (PLEASE IMPLEMENT IN .cc)
  static void declareOptions(OptionList& ol);

public:
  // Declares other standard object methods.
  // ### If your class is not instantiatable (it has pure virtual methods)
  // ### you should replace this by PLEARN_DECLARE_ABSTRACT_OBJECT_METHODS 
  PLEARN_DECLARE_OBJECT(NearestNeighborPredictionCost);

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

  // (PLEASE IMPLEMENT IN .cc)
  virtual void makeDeepCopyFromShallowCopy(map<const void*, void*>& copies);

};

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

#endif

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