Search for the Standard Model Higgs boson produced in association with top quarks and decaying into $b\bar{b}$ in pp collisions at $\sqrt{s}$ = 8 TeV with the ATLAS detector
ATLAS Collaboration

TL;DR
This paper reports a search for the associated production of the Standard Model Higgs boson with top quarks decaying into bottom quarks, using ATLAS data at 8 TeV, employing neural networks and matrix element methods for discrimination.
Contribution
It introduces a novel analysis combining neural networks and matrix element techniques to improve sensitivity in the $t\bar{t}H$, $H\to b\bar{b}$ search at 8 TeV.
Findings
No significant excess observed above background.
Observed limit of 3.4 times the Standard Model cross section.
Measured signal strength ratio $\mu$ = 1.5 ± 1.1.
Abstract
A search for the Standard Model Higgs boson produced in association with a pair of top quarks, , is presented. The analysis uses 20.3 fb of pp collision data at = 8 TeV, collected with the ATLAS detector at the Large Hadron Collider during 2012. The search is designed for the H to decay mode and uses events containing one or two electrons or muons. In order to improve the sensitivity of the search, events are categorised according to their jet and b-tagged jet multiplicities. A neural network is used to discriminate between signal and background events, the latter being dominated by +jets production. In the single-lepton channel, variables calculated using a matrix element method are included as inputs to the neural network to improve discrimination of the irreducible + background. No significant excess of events…
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