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a3408ed3 1#ifndef ROOT_TKDInterpolatorBase
2#define ROOT_TKDInterpolatorBase
3
4#ifndef ROOT_Rtypes
5#include "Rtypes.h"
6#endif
7
8///////////////////////////////////////////////////////////////
9//
10// Base non parametric interpolation algorithm.
11// The class implements local polynomial regression (LOWESS).
12// The user will work with daughter classes which implements
13// particular data configurations.
14//
15///////////////////////////////////////////////////////////////
16
17template <typename Value> class TVectorT;
18typedef struct TVectorT<Double_t> TVectorD;
19template <typename Value> class TMatrixT;
20typedef class TMatrixT<Double_t> TMatrixD;
21template <typename Index, typename Value> class TKDTree;
22typedef class TKDTree<Int_t, Float_t> TKDTreeIF;
23class TLinearFitter;
24class TClonesArray;
25class TKDNodeInfo;
26class TKDInterpolatorBase
27{
28public:
53ee3cad 29 enum EKDInterpolatorBase {
30 kdN = 4 // increase in the number of PDF if fit failled
31 ,kNhelper = 30 // bucket size in helper kdTree
32 };
33
50c4eb3a 34 TKDInterpolatorBase(Int_t size = 0);
35 virtual ~TKDInterpolatorBase();
a3408ed3 36
50c4eb3a 37 Double_t Eval(const Double_t *point, Double_t &result, Double_t &error, Bool_t force = kFALSE);
38 virtual Int_t GetNodeIndex(const Float_t *p) = 0;
39 Float_t GetAlpha() const {return fAlpha;}
40 Bool_t GetCOGPoint(Int_t node, Float_t *&coord, Float_t &val, Float_t &error) const;
41 Bool_t GetInterpolationMethod() const {return fStatus&1;}
42 TKDNodeInfo* GetNodeInfo(Int_t inode) const;
43 Int_t GetNTNodes() const {return fNTNodes;}
44 void GetStatus();
45 Bool_t GetStore() const {return fStatus&2;}
46 Bool_t GetWeights() const {return fStatus&4;}
a3408ed3 47
50c4eb3a 48 void DrawBins(UInt_t ax1 = 0, UInt_t ax2 = 1, Float_t ax1min=-1., Float_t ax1max=1., Float_t ax2min=-1., Float_t ax2max=1.);
53ee3cad 49 void SetAlpha(Float_t a);
50c4eb3a 50 void SetInterpolationMethod(Bool_t on = kTRUE);
51 void SetStore(Bool_t on = kTRUE);
52 void SetWeights(Bool_t on = kTRUE);
a3408ed3 53
54protected:
50c4eb3a 55 virtual void Build(Int_t nnodes);
a3408ed3 56
57private:
50c4eb3a 58 TKDInterpolatorBase(const TKDInterpolatorBase &);
59 TKDInterpolatorBase& operator=(const TKDInterpolatorBase &);
a3408ed3 60
61protected:
50c4eb3a 62 Int_t fNSize; // data dimension
63 Int_t fNTNodes; //Number of evaluation data points
64 TClonesArray *fTNodes; //interpolation nodes
a3408ed3 65
66//private:
50c4eb3a 67 UChar_t fStatus; // status of the interpolator
68 UChar_t fLambda; // number of parameters in polynom
69 Short_t fDepth; //! depth of the KD Tree structure used
53ee3cad 70 Float_t fAlpha; // parameter controlling the size of the region to interpolate n = (1+alpha)*lambda
50c4eb3a 71 Float_t **fRefPoints; //! temporary storage of COG data
72 Double_t *fBuffer; //! working space [2*fLambda]
73 TKDTree<Int_t, Float_t> *fKDhelper; //! kNN finder
74 TLinearFitter *fFitter; //! linear fitter
a3408ed3 75
50c4eb3a 76 ClassDef(TKDInterpolatorBase, 1) // data interpolator based on KD tree
a3408ed3 77};
78
79
80#endif
81