signal and background modeling for h → 4l peter vankov uk higgs meeting, ral 17.07.2008
TRANSCRIPT
17.07.2008 Peter Vankov 2/13
Study of the Signal and Background shapes in Higgs → 4l (2µ2e, 4µ, 4e)
Define a model (PDF)
Extract the parameters of the model
Extract the Higgs signal significance
Overview
Goal:
Signal: So far - Heavy Higgs, M=300 GeV
Background: ZZ → 4l
Analysis tools:
- Athena, 13.0.30 - HiggsToFourLeptons package - Standard CSC selection
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RooFit
What is it?
• A powerful toolkit for modeling the expected distribution(s) of events in a physics analysis
• Primarily targeted to high-energy physicists using ROOT
• Originally developed for the BaBar collaboration by Wouter Verkerke and David Kirkby.
• Included with ROOT v5.xx
Documentation:
• http://root.cern.ch/root/Reference.html – for latest class descriptions. RooFit classes start with “Roo”.
• http://roofit.sourceforge.net – for documentation and tutorials
Statistical tool
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Choosing models
SignalPDF(Sig): Breit-Wigner PDF(Sig): Bifurcated Gaussian
Background
PDF(Bkg): Exponential function
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Total PDF(Signal+Background) = PDF(Bkg) * (1-SB_frac) + SB_frac * PDF(Sig)
30/fb
Creating a total (Sig+Bkg) model
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Toy MC experiments
Performing 200 Toy MC experiments
Model 1 Model 2
Using RooMCStudy
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Signal Significance
Model 1 Model 2
CSC note (7 june’2008): σ = 13.8
H(300 GeV)
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