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7/12/2015 Top Pairs Meeting 1 A template fit technique to measure the top quark mass in the l+jets channel Ulrich Heintz, Vivek Parihar
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7/12/2015Top Pairs Meeting2 Overview OBJECTIVE: develop a fast algorithm for the measurement of the top quark mass in l + jets channel to complement the computing intensive matrix element technique. currently studied a template fit method using only ttbar signal MC in the e + jets channel results shown here are based on the output of HITFIT from Pieter Houben’s Monte Carlo data files (January version) event selection is that used by the Ideogram analysis by Pieter and Michele. templates are constructed using the mass for each event for which HITFIT obtains the lowest (positive) chi-squared.
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7/12/2015Top Pairs Meeting3 PART 1 Parametrization of Templates :
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7/12/2015Top Pairs Meeting4 m top =155 GeV 155 Templates m top =195 GeV m top =170 GeV
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7/12/2015Top Pairs Meeting5 Templates m top =195 GeV m top =170 GeV m top =155 GeV Each template is fitted with Landau convoluted with Gaussian + Pure Gaussian with a total of 7 parameters
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7/12/2015Top Pairs Meeting6 Fit Parameters show that parameters vary smoothly with m top Landau * Gauss Landau * Gauss
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7/12/2015Top Pairs Meeting7 Fit Parameters Gaussian
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7/12/20158 2 D Simultaneous Fit express the 7 parameters as functions of m top fit all templates simultaneously Function used : Landau*Gaussian + Gaussian with total 7 internal parameters.
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7/12/20159 2 D Simultaneous Fit results Landau* gauss parameters Width of Landau a0 - a1*(mtop-175) Most Probable a2 + a3*(mtop-175) Area a4*(1- a7) GSigma a5+ a6*(mtop-175) Pure Gaussian Norm a4*a7 Most Probable a8+ a9*(mtop-175) Sigma a10 a0 = 8.82 ; a1= 0.02 ; a2 = 162.82 ; a3 = 0.49 ; a4 = 4.69 ; a5 = 19.16 ; a6 = 0.17 ; a7 = 0.14 ; a8 = 175.32 ; a9 = 0.96 ; a10 = 11.6
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7/12/201510 2 D Simultaneous Fit superimpose template parametrizations
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7/12/2015Top Pairs Meeting11 PART II Ensemble Tests : -> 1000 ensembles with 200 ttbar events each, randomly picked from the data files. -> 1000 ensembles with 200 ttbar events each, randomly picked from the data files. -> parametrized templates used to calculate the negative log likelihood for each ensemble of 200 events. -> parametrized templates used to calculate the negative log likelihood for each ensemble of 200 events.
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7/12/2015Top Pairs Meeting12 Ensemble tests - log likelihood plot and quadratic fit for a sample ensemble (m top = 155 GeV) The fit procedure, determines the measured top mass by, finding the minimum of the Log likelihood curve.
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7/12/2015Top Pairs Meeting13 Ensemble tests Distributions of Measured (fitted) Top Mass (upper row) and Pulls (bottom row) ……
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7/12/2015Top Pairs Meeting14 154.4 GeV (3.31) 159.9 GeV(2.986) 165 GeV (2.919) 0.2046 (1.116) 0.0394 (1.002) 0.0171 (0.974)
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7/12/2015Top Pairs Meeting15 169.3 (3.2) 174.2 (3.289) 179.4 (3.339) 0.2428 (1.042) 0.2527 (1.03) 0.188 (1.041)
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7/12/2015Top Pairs Meeting16 185.2 GeV(4.467) 190.4 GeV (3.108)193.8 GeV (4.488) -0.0299 (1.377) -0.1098 (0.9465) 0.378 (1.292)
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7/12/2015Top Pairs Meeting17 Calibration Plots :
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7/12/2015Top Pairs Meeting18Results using 200 ttbar signal events measure the top quark mass without bias measure the top quark mass without bias expected statistical uncertainty 3.2 GeV expected statistical uncertainty 3.2 GeV next steps include backgrounds include backgrounds apply to p17 data apply to p17 data
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7/12/2015Top Pairs Meeting19 Back up
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