rs801_HypoTestInverterOriginal.C

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/// \file
/// \ingroup tutorial_roostats
/// \notebook -js
/// 'Hypothesis Test Inversion' RooStats tutorial macro #801
///
/// This tutorial shows an example of using the HypoTestInverterOriginal class
///
/// \macro_image
/// \macro_output
/// \macro_code
///
/// \author Gregory Schott
 
#include "RooRealVar.h"
#include "RooConstVar.h"
#include "RooProdPdf.h"
#include "RooWorkspace.h"
#include "RooDataSet.h"
#include "RooPolynomial.h"
#include "RooAddPdf.h"
#include "RooExtendPdf.h"
 
#include "RooStats/HypoTestInverterOriginal.h"
#include "RooStats/HypoTestInverterResult.h"
#include "RooStats/HypoTestInverterPlot.h"
#include "RooStats/HybridCalculatorOriginal.h"
 
#include "TGraphErrors.h"
 
using namespace RooFit;
using namespace RooStats;
 
 
void rs801_HypoTestInverterOriginal()
{
   // prepare the model
   RooRealVar lumi("lumi","luminosity",1);
   RooRealVar r("r","cross-section ratio",3.74,0,50);
   RooFormulaVar ns("ns","1*r*lumi",RooArgList(lumi,r));
   RooRealVar nb("nb","background yield",1);
   RooRealVar x("x","dummy observable",0,1);
   RooConstVar p0(RooFit::RooConst(0));
   RooPolynomial flatPdf("flatPdf","flat PDF",x,p0);
   RooAddPdf totPdf("totPdf","S+B model",RooArgList(flatPdf,flatPdf),RooArgList(ns,nb));
   RooExtendPdf bkgPdf("bkgPdf","B-only model",flatPdf,nb);
   RooDataSet* data = totPdf.generate(x,1);
 
   // prepare the calculator
   HybridCalculatorOriginal myhc(*data, totPdf, bkgPdf,0,0);
   myhc.SetTestStatistic(2);
   myhc.SetNumberOfToys(1000);
   myhc.UseNuisance(false);
 
   // run the hypothesis-test inversion
   HypoTestInverterOriginal myInverter(myhc,r);
   myInverter.SetTestSize(0.10);
   myInverter.UseCLs(true);
   // myInverter.RunFixedScan(5,1,6);
   // scan for a 95% UL
   myInverter.RunAutoScan(3.,5,myInverter.Size()/2,0.005);
   // run an alternative autoscan algorithm
   // myInverter.RunAutoScan(1,6,myInverter.Size()/2,0.005,1);
   //myInverter.RunOnePoint(3.9);
 
 
   HypoTestInverterResult* results = myInverter.GetInterval();
 
   HypoTestInverterPlot myInverterPlot("myInverterPlot","",results);
   TGraphErrors* gr1 = myInverterPlot.MakePlot();
   gr1->Draw("ALP");
 
   double ulError = results->UpperLimitEstimatedError();
 
   double upperLimit = results->UpperLimit();
   std::cout << "The computed upper limit is: " << upperLimit << std::endl;
   std::cout << "an estimated error on this upper limit is: " << ulError << std::endl;
   // expected result: 4.10
}
int main() {
   rs801_HypoTestInverterOriginal();
}