Ideal τ tagging with the multivariate data-analysis toolkit TMVA

The experience on using ROOT package TMVA for multivariate data analysis is reported for a problem of τ tagging in the framework of heavy charged MSSM Higgs boson searches at the LHC. We investigate with a generator level analysis how the τ tagging could be performed in an ideal case, and hadronic τ...

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Veröffentlicht in:Journal of physics. Conference series 2010-04, Vol.219 (3), p.032010
Hauptverfasser: Heikkinen, A, Kaitaniemi, P, Karimäki, V, Kortelainen, M J, Lampén, T, Lehti, S, Lindén, T, Wendland, L
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Sprache:eng
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Zusammenfassung:The experience on using ROOT package TMVA for multivariate data analysis is reported for a problem of τ tagging in the framework of heavy charged MSSM Higgs boson searches at the LHC. We investigate with a generator level analysis how the τ tagging could be performed in an ideal case, and hadronic τ decays separated from the hadronic jets of QCD multi-jet background present in LHC experiments. A successful separation of the Higgs signal from the background requires a rejection factor of 105 or better against the QCD background. The τ tagging efficiency and background rejection are studied with various MVA classifiers.
ISSN:1742-6596
1742-6588
1742-6596
DOI:10.1088/1742-6596/219/3/032010