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MarkovChain.h
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1// @(#)root/roostats:$Id$
2// Authors: Kevin Belasco 17/06/2009
3// Authors: Kyle Cranmer 17/06/2009
4/*************************************************************************
5 * Copyright (C) 1995-2008, Rene Brun and Fons Rademakers. *
6 * All rights reserved. *
7 * *
8 * For the licensing terms see $ROOTSYS/LICENSE. *
9 * For the list of contributors see $ROOTSYS/README/CREDITS. *
10 *************************************************************************/
11
12#ifndef ROOSTATS_MarkovChain
13#define ROOSTATS_MarkovChain
14
15#include "Rtypes.h"
16
17#include "TNamed.h"
18
19#include "RooRealVar.h"
20#include "RooDataSet.h"
21#include "RooDataHist.h"
22#include "THnSparse.h"
23
24namespace RooStats {
25
26 class MarkovChain : public TNamed {
27
28 public:
30 MarkovChain(RooArgSet& parameters);
31 MarkovChain(const char* name, const char* title, RooArgSet& parameters);
32
33 /// safely add an entry to the chain
34 virtual void Add(RooArgSet& entry, double nllValue, double weight = 1.0);
35 /// add an entry to the chain ONLY IF you have constructed with parameters
36 /// or called SetParameters
37 virtual void AddFast(RooArgSet& entry, double nllValue, double weight = 1.0);
38 /// add another markov chain
40 /// add another markov chain
41 virtual void Add(MarkovChain& otherChain, double discardEntries = 0.0);
42 /// set which of your parameters this chain should store
43 virtual void SetParameters(RooArgSet& parameters);
44 /// get the number of steps in the chain
45 virtual Int_t Size() const { return fChain ? fChain->numEntries() : 0; }
46 /// get the entry at position i
47 virtual const RooArgSet* Get(Int_t i) const { return fChain->get(i); }
48 /// get the entry at the current position
49 virtual const RooArgSet* Get() const { return fChain->get(); }
50 /// get the weight of the current (last indexed) entry
51 virtual double Weight() const;
52 /// get the weight of entry at position i
53 virtual double Weight(Int_t i) const;
54 /// get the NLL value of entry at position i
55 virtual double NLL(Int_t i) const;
56 /// get the NLL value of the current (last indexed) entry
57 virtual double NLL() const;
58
59 /// get this MarkovChain as a RooDataSet whose entries contain the values
60 /// of whichVars. Call with whichVars = nullptr (default) to get values of
61 /// all variables (including NLL value and weight);
62 /// Note: caller owns the returned data set
64 virtual const RooDataSet* GetAsConstDataSet() const { return fChain; }
65
66 /// get this MarkovChain as a RooDataHist whose entries contain the values
67 /// of whichVars. Call with whichVars = nullptr (default) to get values of
68 /// all variables (including NLL value and weight);
69 /// Note: caller owns the returned data hist
71
72 /// Get a clone of the markov chain on which this interval is based
73 /// as a sparse histogram. You own the returned THnSparse*
74 virtual THnSparse* GetAsSparseHist(RooAbsCollection* whichVars = nullptr) const;
77
78 /// get a clone of the NLL variable
79 virtual RooRealVar* GetNLLVar() const
80 { return (RooRealVar*)fNLL->Clone(); }
81
82 /// get a clone of the weight variable
83 virtual RooRealVar* GetWeightVar() const
84 { return static_cast<RooRealVar*>(fChain->weightVar()->Clone()); }
85
86 ~MarkovChain() override
87 {
88 delete fParameters;
89 delete fDataEntry;
90 delete fChain;
91 }
92
93 protected:
96 RooDataSet *fChain = nullptr;
97 RooRealVar *fNLL = nullptr;
98
100 };
101}
102
103#endif
#define ClassDefOverride(name, id)
Definition Rtypes.h:346
char name[80]
Definition TGX11.cxx:110
TObject * Clone(const char *newname=nullptr) const override
Make a clone of an object using the Streamer facility.
Definition RooAbsArg.h:89
Abstract container object that can hold multiple RooAbsArg objects.
virtual Int_t numEntries() const
Return number of entries in dataset, i.e., count unweighted entries.
RooArgSet is a container object that can hold multiple RooAbsArg objects.
Definition RooArgSet.h:24
Container class to hold unbinned data.
Definition RooDataSet.h:34
const RooArgSet * get(Int_t index) const override
Return RooArgSet with coordinates of event 'index'.
RooRealVar * weightVar() const
Returns a pointer to the weight variable (if set).
Definition RooDataSet.h:90
Variable that can be changed from the outside.
Definition RooRealVar.h:37
Stores the steps in a Markov Chain of points.
Definition MarkovChain.h:26
virtual RooRealVar * GetWeightVar() const
get a clone of the weight variable
Definition MarkovChain.h:83
virtual THnSparse * GetAsSparseHist(RooAbsCollection &whichVars) const
Definition MarkovChain.h:75
virtual void AddFast(RooArgSet &entry, double nllValue, double weight=1.0)
add an entry to the chain ONLY IF you have constructed with parameters or called SetParameters
virtual double NLL() const
get the NLL value of the current (last indexed) entry
virtual void AddWithBurnIn(MarkovChain &otherChain, Int_t burnIn=0)
add another markov chain
virtual RooFit::OwningPtr< RooDataHist > GetAsDataHist(RooArgSet *whichVars=nullptr) const
get this MarkovChain as a RooDataHist whose entries contain the values of whichVars.
RooArgSet * fDataEntry
Definition MarkovChain.h:95
virtual void Add(RooArgSet &entry, double nllValue, double weight=1.0)
safely add an entry to the chain
virtual RooFit::OwningPtr< RooDataSet > GetAsDataSet(RooArgSet *whichVars=nullptr) const
get this MarkovChain as a RooDataSet whose entries contain the values of whichVars.
RooArgSet * fParameters
Definition MarkovChain.h:94
virtual THnSparse * GetAsSparseHist(RooAbsCollection *whichVars=nullptr) const
Get a clone of the markov chain on which this interval is based as a sparse histogram.
virtual const RooArgSet * Get() const
get the entry at the current position
Definition MarkovChain.h:49
RooDataSet * fChain
Definition MarkovChain.h:96
virtual void SetParameters(RooArgSet &parameters)
set which of your parameters this chain should store
virtual RooRealVar * GetNLLVar() const
get a clone of the NLL variable
Definition MarkovChain.h:79
~MarkovChain() override
Definition MarkovChain.h:86
virtual const RooArgSet * Get(Int_t i) const
get the entry at position i
Definition MarkovChain.h:47
virtual double Weight() const
get the weight of the current (last indexed) entry
virtual const RooDataSet * GetAsConstDataSet() const
Definition MarkovChain.h:64
virtual Int_t Size() const
get the number of steps in the chain
Definition MarkovChain.h:45
Efficient multidimensional histogram.
Definition THnSparse.h:37
The TNamed class is the base class for all named ROOT classes.
Definition TNamed.h:29
T * OwningPtr
An alias for raw pointers for indicating that the return type of a RooFit function is an owning point...
Definition Config.h:35
Namespace for the RooStats classes.
Definition CodegenImpl.h:58