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Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques
This thesis presents three differing approaches to the search for the Standard Model Higgs boson decaying to tau leptons using √ s = 7 TeV protonproton collision data from the ATLAS experiment at the LHC. Multi-variate analysis techniques involving boosted decision trees are used to extend an existi...
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Lenguaje: | eng |
Publicado: |
2018
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/2318751 |
_version_ | 1780958435048685568 |
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author | Scarcella, Mark Joseph |
author_facet | Scarcella, Mark Joseph |
author_sort | Scarcella, Mark Joseph |
collection | CERN |
description | This thesis presents three differing approaches to the search for the Standard
Model Higgs boson decaying to tau leptons using √
s = 7 TeV protonproton
collision data from the ATLAS experiment at the LHC. Multi-variate
analysis techniques involving boosted decision trees are used to extend an
existing cut-based analysis procedure. The expected 95% confidence level
upper limit on the observed cross-section is compared between the analyses.
The upper limit at a Higgs mass of mH = 125 GeV is improved from 2.9
+4.3
−2.1
to 2.3
+3.3
−1.7
times the Standard Model prediction, after implementing multivariate
techniques. No significant excess is seen in data for any analysis
strategy. The most sensitive measurement of the signal strength normalised
to the Standard Model prediction was observed to be µˆ = 1.6±1.1, corresponding
to 1.4σ upward fluctuation of the background-only model to match
the data. |
id | oai-inspirehep.net-1652989 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2018 |
record_format | invenio |
spelling | oai-inspirehep.net-16529892019-09-30T06:29:59Zhttp://cds.cern.ch/record/2318751engScarcella, Mark JosephSearch for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniquesParticle Physics - ExperimentThis thesis presents three differing approaches to the search for the Standard Model Higgs boson decaying to tau leptons using √ s = 7 TeV protonproton collision data from the ATLAS experiment at the LHC. Multi-variate analysis techniques involving boosted decision trees are used to extend an existing cut-based analysis procedure. The expected 95% confidence level upper limit on the observed cross-section is compared between the analyses. The upper limit at a Higgs mass of mH = 125 GeV is improved from 2.9 +4.3 −2.1 to 2.3 +3.3 −1.7 times the Standard Model prediction, after implementing multivariate techniques. No significant excess is seen in data for any analysis strategy. The most sensitive measurement of the signal strength normalised to the Standard Model prediction was observed to be µˆ = 1.6±1.1, corresponding to 1.4σ upward fluctuation of the background-only model to match the data.CERN-THESIS-2016-387oai:inspirehep.net:16529892018-05-18T04:50:10Z |
spellingShingle | Particle Physics - Experiment Scarcella, Mark Joseph Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title | Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title_full | Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title_fullStr | Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title_full_unstemmed | Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title_short | Search for the Higgs Boson decaying to tau leptons at ATLAS using multi-variate analysis techniques |
title_sort | search for the higgs boson decaying to tau leptons at atlas using multi-variate analysis techniques |
topic | Particle Physics - Experiment |
url | http://cds.cern.ch/record/2318751 |
work_keys_str_mv | AT scarcellamarkjoseph searchforthehiggsbosondecayingtotauleptonsatatlasusingmultivariateanalysistechniques |