BATCalculator.h

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//
// Author: Kyle Cranmer, Lorenzo Moneta, Gregory Schott, Wouter Verkerke, Stefan A. Schmitz

#ifndef ROOSTATS_BATCalculator
#define ROOSTATS_BATCalculator

#include <TNamed.h>
#include <TH1D.h>

#include <RooStats/IntervalCalculator.h>
#include <RooStats/SimpleInterval.h>
#include <RooStats/ModelConfig.h>
#include <RooStats/MCMCInterval.h>

#include <RooArgSet.h>
#include <RooAbsData.h>
#include <RooAbsPdf.h>
#include <RooPlot.h>
#include <RooAbsReal.h>

#include "BCRooInterface.h"

#include <map>
#include <vector>



namespace RooStats
{

   class BATCalculator : public IntervalCalculator, public TNamed
   {

   public:

      // constructor
      BATCalculator( );

      BATCalculator( RooAbsData & data,
                     RooAbsPdf  & pdf,
                     RooArgSet  & POI,
                     RooAbsPdf  & prior,
                     RooArgSet  * params = 0,
                     bool fillChain = false );


      BATCalculator( RooAbsData  & data,
                     ModelConfig & model,
                     bool fillChain = false);


      // destructor
      virtual ~BATCalculator();

      RooPlot * GetPosteriorPlot1D() const;

      // return posterior pdf
      RooAbsPdf * GetPosteriorPdf1D() const;
      RooAbsPdf * GetPosteriorPdf1D(const char * POIname) const;

      // return SimpleInterval object: central interval (one poi only)
      virtual SimpleInterval * GetInterval1D() const;
      virtual SimpleInterval * GetInterval1D(const char * POIname) const;

      // return SimpleInterval object: shortest interval (not necessarily connected, one poi only)
      SimpleInterval * GetShortestInterval1D() const;
      SimpleInterval * GetShortestInterval1D(const char * POIname, bool & checkConnected) const;

      // temporary solution ?
      Double_t GetOneSidedUperLim();

      virtual void SetData( RooAbsData & data )
         { fData = &data; ClearAll(); }

      virtual void SetModel( const ModelConfig & model );

      // set the size of the test (rate of Type I error) ( Eg. 0.05 for a 95% Confidence Interval)
      virtual void SetTestSize( Double_t size )
         {  fSize = size; fValidInterval = false; }

      // set left side tail fraction (only for 1D interval, not meaningful for shortest interval)
      void SetLeftSideTailFraction(Double_t leftSideFraction );

      // set the confidence level for the interval (eg. 0.95 for a 95% Confidence Interval)
      virtual void SetConfidenceLevel( Double_t cl )
         { SetTestSize(1.-cl); }

      // Get the size of the test
      virtual Double_t Size() const
         { return fSize; }

      // Get left side tail fraction (only for 1D interval, not meaningful for shortest interval)
      double GetLeftSideTailFraction()
         {return fLeftSideFraction;}

      // Get the Confidence level for the test
      virtual Double_t ConfidenceLevel() const
         { return 1.-fSize; }

      void SetBrfPrecision( double precision )
         { fBrfPrecision = precision; }

      double GetBrfPrecision()
         { return fBrfPrecision; }

      //set number of iterations per chain
      void SetnMCMC(int nMCMC)
         { _nMCMC = nMCMC; }

      //return number of iterations per chain
      int  GetnMCMC()
         { return _nMCMC; }

      BCRooInterface * GetBCRooInterface() const
         { return _myRooInterface; }

      RooStats::MarkovChain * GetRooStatsMarkovChain() const
         { return _myRooInterface->GetRooStatsMarkovChain();}

      // returns MCMCInterval object
      virtual MCMCInterval* GetInterval() const;

      //returns if last calculated shortest interval is connected (1 poi only)
      bool GetConnected()
         { return fConnectedInterval; }

      // returns  interval borders of shortest interval (1 poi only)
      vector<double> GetIntervalBorders1D()
         { return _intervalBorders1D; }

      //returns interval borders od the last calculated shortest interval

      //set the number of histogram bins for a specific parameter
      void SetNumBins(const char * parname, int nbins);

      //set the number of histogram bins for all parameters
      void SetNumBins(int nbins);

      // would be more complete if we had this -> ask BAT developers to implement this functionality (not high priority)
      //int GetNbins(const char * parname);

      void CleanCalculatorForNewData()
         { ClearAll(); }

   protected:

      void ClearAll() const;

   private:

      // compute the most probable value: move to public once implemented
      // returns a RooArgSet
      RooArgSet * GetMode( RooArgSet * parameters ) const;
      // plan to replace the above: return a SimpleInterval integrating
      // over all other parameters except the one specified as argument

      RooAbsData * fData;
      RooAbsPdf * fPdf;
      const RooArgSet fPOI;
      RooAbsPdf * fPrior;
      const RooArgSet * fparams;
      BCRooInterface * _myRooInterface;
      mutable TH1D * _posteriorTH1D;


      mutable RooAbsPdf * fProductPdf;
      mutable RooAbsReal * fLogLike;
      mutable RooAbsReal * fLikelihood;
      mutable RooAbsReal * fIntegratedLikelihood;
      mutable RooAbsPdf * fPosteriorPdf;
      mutable Double_t fLower;
      mutable Double_t fUpper;
      double fBrfPrecision;
      mutable Bool_t fValidInterval;
      mutable bool fConnectedInterval;

      int _nMCMC; // number of chain elements per Markov Chain
      double fSize;  // size used for the interval object
      double fLeftSideFraction; //
      mutable vector<double> _intervalBorders1D;

   protected:

      ClassDef(BATCalculator,1)  // BATCalculator class

   };

   bool sortbyposterior(pair< Int_t,Double_t > pair1, pair< Int_t,Double_t > pair2); //help function for calculating the shortest interval
}

#endif