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A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method

A matrix element method analysis of the Standard Model Higgs boson, produced in association with two top quarks decaying to the lepton-plus-jets channel is presented. Based on 20.3 fb−1 of √s=8 TeV data, produced at the Large Hadron Collider and collected by the ATLAS detector, this analysis utilize...

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Autor principal: Basye, Austin Thomas
Lenguaje:eng
Publicado: 2017
Materias:
Acceso en línea:http://cds.cern.ch/record/2283132
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author Basye, Austin Thomas
author_facet Basye, Austin Thomas
author_sort Basye, Austin Thomas
collection CERN
description A matrix element method analysis of the Standard Model Higgs boson, produced in association with two top quarks decaying to the lepton-plus-jets channel is presented. Based on 20.3 fb−1 of √s=8 TeV data, produced at the Large Hadron Collider and collected by the ATLAS detector, this analysis utilizes multiple advanced techniques to search for tt ̄H signatures with a 125 GeV Higgs boson decaying to two b-quarks. After categorizing selected events based on their jet and b-tag multiplicities, signal rich regions are analyzed using the matrix element method. Resulting variables are then propagated to two parallel multivariate analyses utilizing Neural Networks and Boosted Decision Trees respectively. As no significant excess is found, an observed (expected) limit of 3.4 (2.2) times the Standard Model cross-section is determined at 95% confidence, using the CLs method, for the Neural Network analysis. For the Boosted Decision Tree analysis, an observed (expected) limit of 5.2 (2.7) times the Standard Model cross-section is determined at 95% confidence, using the CLs method. Corresponding unconstrained fits of the Higgs boson signal strength to the observed data result in the measured signal cross-section to Standard Model cross-section prediction of μ = 1.2 ± 1.3(total) ± 0.7(stat.) for the Neural Network analysis, and μ = 2.9 ± 1.4(total) ± 0.8(stat.) for the Boosted Decision Tree analysis.
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spelling oai-inspirehep.net-13971102019-09-30T06:29:59Zhttp://cds.cern.ch/record/2283132engBasye, Austin ThomasA search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element methodParticle Physics - ExperimentA matrix element method analysis of the Standard Model Higgs boson, produced in association with two top quarks decaying to the lepton-plus-jets channel is presented. Based on 20.3 fb−1 of √s=8 TeV data, produced at the Large Hadron Collider and collected by the ATLAS detector, this analysis utilizes multiple advanced techniques to search for tt ̄H signatures with a 125 GeV Higgs boson decaying to two b-quarks. After categorizing selected events based on their jet and b-tag multiplicities, signal rich regions are analyzed using the matrix element method. Resulting variables are then propagated to two parallel multivariate analyses utilizing Neural Networks and Boosted Decision Trees respectively. As no significant excess is found, an observed (expected) limit of 3.4 (2.2) times the Standard Model cross-section is determined at 95% confidence, using the CLs method, for the Neural Network analysis. For the Boosted Decision Tree analysis, an observed (expected) limit of 5.2 (2.7) times the Standard Model cross-section is determined at 95% confidence, using the CLs method. Corresponding unconstrained fits of the Higgs boson signal strength to the observed data result in the measured signal cross-section to Standard Model cross-section prediction of μ = 1.2 ± 1.3(total) ± 0.7(stat.) for the Neural Network analysis, and μ = 2.9 ± 1.4(total) ± 0.8(stat.) for the Boosted Decision Tree analysis.CERN-THESIS-2015-414oai:inspirehep.net:13971102017-09-12T05:07:56Z
spellingShingle Particle Physics - Experiment
Basye, Austin Thomas
A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title_full A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title_fullStr A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title_full_unstemmed A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title_short A search for the ttH (H → bb) channel at the Large Hadron Collider with the ATLAS detector using a matrix element method
title_sort search for the tth (h → bb) channel at the large hadron collider with the atlas detector using a matrix element method
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2283132
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