Published September 12, 2017 | Version v1

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

Authors/Creators

  • 1. Illinois U Urbana

Contributors

Supervisor:

  • 1. Illinois U Urbana

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.

Files

BASYE-DISSERTATION-2015.pdf

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Additional details

Identifiers

CDS
2283132
CDS Report Number
CERN-THESIS-2015-414

Related works

Is variant form of
Other: 2142/88000 (Handle)
Other: 1397110 (Inspire)

CERN

Programme
No program participation
Accelerator
CERN LHC
Experiment
ATLAS

Linked records