Unravelling via the matrix element method
arXiv:1304.6414 · doi:10.1103/PhysRevLett.111.091802
Abstract
Associated production of the Higgs boson with a top-antitop pair is a key channel to gather further information on the nature of the newly discovered boson at the LHC. Experimentally, however, its observation is very challenging due to the combination of small rates, difficult multi-jet final states and overwhelming backgrounds. In the Standard Model the largest number of events is expected when h->bb, giving rise to a WWbbbb signature, deluged in tt+jets. A promising strategy to improve the sensitivity is to maximally exploit the theoretical information on the signal and background processes by means of the matrix element method. We show how, despite the complexity of the final state, the method can be efficiently applied to discriminate the signal against combinatorial and tt+jets backgrounds. Remarkably, we find that a moderate integrated luminosity in the next LHC run will be enough to make the signature involving both W's decaying leptonically as sensitive as the single-lepton one.
4 pages, 2 figures
References in corpus (9)
- Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC
- PYTHIA 6.4 Physics and Manual
- Automatic spin-entangled decays of heavy resonances in Monte Carlo simulations
- Study of the mass and spin-parity of the Higgs boson candidate via its decays to Z boson pairs
- QCD radiation in the production of heavy colored particles at the LHC
- NLO QCD corrections to pp -> t anti-t b anti-b + X at the LHC
- Scalar and pseudoscalar Higgs production in association with a top-antitop pair
- Automation of the matrix element reweighting method
- Finding the Higgs boson in decays to Z gamma using the matrix element method at Next-to-Leading Order
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- 8D Likelihood Effective Higgs Couplings Extraction Framework in the Golden Channel
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- The Matrix Element Method at next-to-leading order QCD for hadronic collisions: Single top-quark production at the LHC as an example application
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- Multi-Lepton Signals of Top-Higgs Associated Production
- Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model
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- Computer modeling of Higgs boson production with MSSM model