Top Quark Mass Measurement in the Lepton plus Jets Channel Using a Modified Matrix Element Method
CDF Collaboration: T. Aaltonen, et al

TL;DR
This paper presents a precise measurement of the top quark mass using a modified matrix element method on proton-antiproton collision data, incorporating neural network discrimination and in situ jet energy calibration.
Contribution
It introduces a modified matrix element approach with effective propagators and a neural network to improve top quark mass measurement accuracy.
Findings
Measured top quark mass: 172.7 GeV/c^2
Total uncertainty: approximately 2.2 GeV/c^2
Method reduces background and systematic uncertainties
Abstract
We report a measurement of the top quark mass, m_t, obtained from ppbar collisions at sqrt(s) = 1.96 TeV at the Fermilab Tevatron using the CDF II detector. We analyze a sample corresponding to an integrated luminosity of 1.9 fb^-1. We select events with an electron or muon, large missing transverse energy, and exactly four high-energy jets in the central region of the detector, at least one of which is tagged as coming from a b quark. We calculate a signal likelihood using a matrix element integration method, with effective propagators to take into account assumptions on event kinematics. Our event likelihood is a function of m_t and a parameter JES that determines /in situ/ the calibration of the jet energies. We use a neural network discriminant to distinguish signal from background events. We also apply a cut on the peak value of each event likelihood curve to reduce the…
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