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PDEFoamKernelGauss.h
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1// @(#)root/tmva $Id$
2// Author: Dominik Dannheim, Alexander Voigt
3
4/**********************************************************************************
5 * Project: TMVA - a Root-integrated toolkit for multivariate data analysis *
6 * Package: TMVA *
7 * Classes: PDEFoamKernelGauss *
8 * Web : http://tmva.sourceforge.net *
9 * *
10 * Description: *
11 * PDEFoam kernel, which weights all cell values by a gauss function. *
12 * *
13 * Authors (alphabetical): *
14 * S. Jadach - Institute of Nuclear Physics, Cracow, Poland *
15 * Tancredi Carli - CERN, Switzerland *
16 * Dominik Dannheim - CERN, Switzerland *
17 * Alexander Voigt - TU Dresden, Germany *
18 * *
19 * Copyright (c) 2008, 2010: *
20 * CERN, Switzerland *
21 * MPI-K Heidelberg, Germany *
22 * *
23 * Redistribution and use in source and binary forms, with or without *
24 * modification, are permitted according to the terms listed in LICENSE *
25 * (http://tmva.sourceforge.net/LICENSE) *
26 **********************************************************************************/
27
28#ifndef ROOT_TMVA_PDEFoamKernelGauss
29#define ROOT_TMVA_PDEFoamKernelGauss
30
31#include "TMVA/PDEFoam.h"
33#include <vector>
34
35namespace TMVA
36{
37
39 {
40
41 protected:
42 Float_t fSigma; ///< width of gauss curve
43
44 // Square function (fastest implementation)
45 template<typename T> T Sqr(T x) const { return x * x; }
46
47 // calculate gaussian weight
48 Float_t WeightGaus(PDEFoam*, PDEFoamCell*, std::vector<Float_t>&);
49
50 // estimate the cell value by its neighbors
51 Float_t GetAverageNeighborsValue(PDEFoam*, std::vector<Float_t>&, ECellValue);
52
53 public:
54 PDEFoamKernelGauss(Float_t sigma); // Constructor
55 PDEFoamKernelGauss(const PDEFoamKernelGauss&); // Copy Constructor
56 virtual ~PDEFoamKernelGauss() {} // Destructor
57
58 // kernel estimator
59 virtual Float_t Estimate(PDEFoam*, std::vector<Float_t>&, ECellValue);
60
61 ClassDef(PDEFoamKernelGauss, 1) // Gaussian PDEFoam kernel estimator
62 }; // end of PDEFoamKernelGauss
63} // namespace TMVA
64
65#endif
float Float_t
Definition RtypesCore.h:57
#define ClassDef(name, id)
Definition Rtypes.h:337
This class is the abstract kernel interface for PDEFoam.
This PDEFoam kernel estimates a cell value for a given event by weighting all cell values with a gaus...
Float_t GetAverageNeighborsValue(PDEFoam *, std::vector< Float_t > &, ECellValue)
This function returns the average value 'cv' of only nearest neighbor cells.
Float_t fSigma
width of gauss curve
Float_t WeightGaus(PDEFoam *, PDEFoamCell *, std::vector< Float_t > &)
Returns the gauss weight between the 'cell' and a given coordinate 'txvec'.
virtual Float_t Estimate(PDEFoam *, std::vector< Float_t > &, ECellValue)
Gaussian kernel estimator.
Implementation of PDEFoam.
Definition PDEFoam.h:79
ECellValue
Definition PDEFoam.h:69
const Double_t sigma
Double_t x[n]
Definition legend1.C:17
create variable transformations