1 | #ifndef MARS_MRanForest
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2 | #define MARS_MRanForest
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3 |
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4 | #ifndef MARS_MParContainer
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5 | #include "MParContainer.h"
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6 | #endif
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7 |
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8 | #ifndef ROOT_TArrayI
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9 | #include <TArrayI.h>
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10 | #endif
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11 |
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12 | #ifndef ROOT_TArrayF
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13 | #include <TArrayF.h>
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14 | #endif
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15 |
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16 | #ifndef ROOT_TArrayD
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17 | #include <TArrayD.h>
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18 | #endif
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19 |
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20 | #ifndef ROOT_TMatrix
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21 | #include <TMatrix.h>
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22 | #endif
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23 |
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24 | #ifndef ROOT_TVector
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25 | #include <TVector.h>
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26 | #endif
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27 |
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28 | class TObjArray;
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29 |
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30 | class MArrayI;
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31 | class MArrayF;
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32 |
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33 | class MRanTree;
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34 | class MDataArray;
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35 | class MHMatrix;
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36 | class MParList;
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37 |
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38 | class MRanForest : public MParContainer
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39 | {
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40 | private:
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41 | Bool_t fClassify;
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42 |
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43 | Int_t fNumTrees; // Number of trees
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44 | Int_t fNumTry; // Number of tries
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45 | Int_t fNdSize; // Size of node
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46 |
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47 | Int_t fTreeNo; //! Number of tree
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48 |
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49 | MRanTree *fRanTree; //! Pointer to some tree
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50 | MDataArray *fRules; //! Pointer to corresponding rules
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51 | TObjArray *fForest; // Array containing forest
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52 |
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53 | // training data
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54 | TMatrix *fMatrix; //!
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55 |
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56 | // true and estimated hadronness
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57 | TArrayI fClass; //!
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58 | TArrayD fGrid; //!
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59 | TArrayF fHadTrue; //!
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60 | TArrayF fHadEst; //!
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61 |
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62 | // data sorted according to parameters
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63 | TArrayI fDataSort; //!
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64 | TArrayI fDataRang; //!
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65 | TArrayI fClassPop; //!
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66 |
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67 | // weights
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68 | TArrayF fWeight; //!
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69 | TArrayI fNTimesOutBag; //!
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70 |
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71 | // estimates for classification error of growing forest
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72 | TArrayD fTreeHad; //! Hadronness values (buffer for MHRanForest)
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73 |
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74 | Double_t fUserVal; // A user value describing this tree (eg E-mc)
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75 |
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76 | protected:
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77 | // create and modify (->due to bagging) fDataSort
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78 | Bool_t CreateDataSort();
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79 | void ModifyDataSort(MArrayI &datsortinbag, const MArrayI &jinbag);
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80 |
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81 | public:
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82 | MRanForest(const char *name=NULL, const char *title=NULL);
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83 | MRanForest(const MRanForest &rf);
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84 | ~MRanForest();
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85 |
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86 | void Print(Option_t *o="") const; //*MENU*
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87 |
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88 | void SetGrid(const TArrayD &grid);
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89 | void SetWeights(const TArrayF &weights);
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90 | void SetNumTrees(Int_t n);
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91 |
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92 | void SetNumTry(Int_t n);
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93 | void SetNdSize(Int_t n);
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94 |
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95 | void SetClassify(Bool_t n){ fClassify=n; }
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96 | void PrepareClasses();
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97 |
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98 | // tree growing
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99 | Bool_t SetupGrow(MHMatrix *mat,MParList *plist);
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100 | Bool_t GrowForest();
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101 | void SetCurTree(MRanTree *rantree) { fRanTree=rantree; }
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102 | Bool_t AddTree(MRanTree *rantree);
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103 | void SetUserVal(Double_t d) { fUserVal = d; }
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104 |
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105 | // getter methods
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106 | TObjArray *GetForest() const { return fForest; }
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107 | MRanTree *GetCurTree() const { return fRanTree; }
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108 | MRanTree *GetTree(Int_t i) const;
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109 | MDataArray *GetRules() const { return fRules; }
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110 |
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111 |
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112 | Int_t GetNumTrees() const { return fNumTrees; }
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113 | Int_t GetNumData() const;
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114 | Int_t GetNumDim() const;
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115 | Int_t GetNdSize() const { return fNdSize; }
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116 | Int_t GetNclass() const;
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117 | Double_t GetTreeHad(Int_t i) const { return fTreeHad.At(i); }
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118 | Double_t GetUserVal() const { return fUserVal; }
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119 | Bool_t IsClassify() const { return fClassify; }
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120 |
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121 | // use forest to calculate hadronness of event
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122 | Double_t CalcHadroness(const TVector &event);
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123 | Double_t CalcHadroness();
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124 |
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125 | Bool_t AsciiWrite(ostream &out) const;
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126 |
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127 | ClassDef(MRanForest, 1) // Storage container for tree structure
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128 | };
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129 |
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130 | #endif
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