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BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS
An observation of Higgs boson production in association with a top quark pair ($\mathrm{t \bar{t} H}$) provides a direct measurement of the top quark Yukawa coupling and probes the Standard Model. The ATLAS search for $\mathrm{t \bar{t} H}$, $\mathrm{H\rightarrow b\bar{b}}$ relies on Boosted Decisio...
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Lenguaje: | eng |
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2017
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Acceso en línea: | https://dx.doi.org/10.22323/1.314.0698 http://cds.cern.ch/record/2289258 |
_version_ | 1780956251927085056 |
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author | Glaysher, Paul |
author_facet | Glaysher, Paul |
author_sort | Glaysher, Paul |
collection | CERN |
description | An observation of Higgs boson production in association with a top quark pair ($\mathrm{t \bar{t} H}$) provides a direct measurement of the top quark Yukawa coupling and probes the Standard Model. The ATLAS search for $\mathrm{t \bar{t} H}$, $\mathrm{H\rightarrow b\bar{b}}$ relies on Boosted Decision Trees for Higgs reconstruction and signal-background discrimination, which is presented for the preliminary results on the $\sqrt{s}=$~13~TeV dataset. |
id | cern-2289258 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2017 |
record_format | invenio |
spelling | cern-22892582019-09-30T06:29:59Zdoi:10.22323/1.314.0698http://cds.cern.ch/record/2289258engGlaysher, PaulBDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLASParticle Physics - ExperimentAn observation of Higgs boson production in association with a top quark pair ($\mathrm{t \bar{t} H}$) provides a direct measurement of the top quark Yukawa coupling and probes the Standard Model. The ATLAS search for $\mathrm{t \bar{t} H}$, $\mathrm{H\rightarrow b\bar{b}}$ relies on Boosted Decision Trees for Higgs reconstruction and signal-background discrimination, which is presented for the preliminary results on the $\sqrt{s}=$~13~TeV dataset.An observation of Higgs boson production in association with a top quark pair ($\mathrm{t \overline{t}H}$) is a key outstanding measurement of the LHC programme. Boosted Decision Trees are vital for the search of $\mathrm{t \overline{t}H}$, playing a role in event reconstruction and discriminating signal from a large background. The use of BDTs in the ATLAS search for $\mathrm{t \overline{t}H}$, $\mathrm{H \rightarrow b \overline{b}}$ is presented for the preliminary results on the $\sqrt{s} = 13$ TeV, $13.2$ fb$^{-1}$ dataset.ATL-PHYS-PROC-2017-214oai:cds.cern.ch:22892582017-10-16 |
spellingShingle | Particle Physics - Experiment Glaysher, Paul BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title | BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title_full | BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title_fullStr | BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title_full_unstemmed | BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title_short | BDTs in the Search for $\mathrm{t \bar{t} H}$ Production with Higgs Decays to $\mathrm{b\bar{b}}$ at ATLAS |
title_sort | bdts in the search for $\mathrm{t \bar{t} h}$ production with higgs decays to $\mathrm{b\bar{b}}$ at atlas |
topic | Particle Physics - Experiment |
url | https://dx.doi.org/10.22323/1.314.0698 http://cds.cern.ch/record/2289258 |
work_keys_str_mv | AT glaysherpaul bdtsinthesearchformathrmtbarthproductionwithhiggsdecaystomathrmbbarbatatlas |