MisClassificationError.cxx

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00001 // @(#)root/tmva $Id: MisClassificationError.cxx 29122 2009-06-22 06:51:30Z brun $
00002 // Author: Andreas Hoecker, Joerg Stelzer, Helge Voss, Kai Voss 
00003 
00004 /**********************************************************************************
00005  * Project: TMVA - a Root-integrated toolkit for multivariate data analysis       *
00006  * Package: TMVA                                                                  *
00007  * Class  : MisClassificationError                                                *
00008  * Web    : http://tmva.sourceforge.net                                           *
00009  *                                                                                *
00010  * Description: Implementation of the MisClassificationError as separation        *
00011  *              criterion:   1-max(p, 1-p) as 
00012  *                                                                                *
00013  * Authors (alphabetical):                                                        *
00014  *      Andreas Hoecker <Andreas.Hocker@cern.ch> - CERN, Switzerland              *
00015  *      Helge Voss      <Helge.Voss@cern.ch>     - MPI-K Heidelberg, Germany      *
00016  *      Kai Voss        <Kai.Voss@cern.ch>       - U. of Victoria, Canada         *
00017  *                                                                                *
00018  * Copyright (c) 2005:                                                            *
00019  *      CERN, Switzerland                                                         * 
00020  *      U. of Victoria, Canada                                                    * 
00021  *      Heidelberg U., Germany                                                    * 
00022  *                                                                                *
00023  * Redistribution and use in source and binary forms, with or without             *
00024  * modification, are permitted according to the terms listed in LICENSE           *
00025  * (http://tmva.sourceforge.net/LICENSE)                                          *
00026  **********************************************************************************/
00027 
00028 //_______________________________________________________________________
00029 //                                                                      
00030 // Implementation of the MisClassificationError as separation criterion 
00031 //                                                                      
00032 //_______________________________________________________________________
00033 
00034 
00035 #include "TMVA/MisClassificationError.h"
00036 
00037 ClassImp(TMVA::MisClassificationError)
00038 
00039 //_______________________________________________________________________
00040 Double_t  TMVA::MisClassificationError::GetSeparationIndex( const Double_t &s, const Double_t &b )
00041 {
00042    // Misclassifiacton error   criterion: 1-max(p, 1-p)  (p: purity= s/(s+b))
00043    if ( s+b <= 0) return 0;
00044 
00045    Double_t p = s/(s+b);
00046    if (p >= 1-p)  return 1-p;
00047    else           return p;
00048 }
00049 
00050 

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