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Signal region combination with full and simplified likelihoods in MadAnalysis 5

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arxiv 2206.14870 v3 pith:YGJTBIS6 submitted 2022-06-29 hep-ph

Signal region combination with full and simplified likelihoods in MadAnalysis 5

classification hep-ph
keywords signalcombinationregionmadanalysisanalysisatlascollaborationmaking
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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The statistical combination of disjoint signal regions in reinterpretation studies uses more of the data of an analysis and gives more robust results than the single signal region approach. We present the implementation and usage of signal region combination in MadAnalysis 5 through two methods: an interface to the pyhf package making use of statistical models in JSON-serialised format provided by the ATLAS collaboration, and a simplified likelihood calculation making use of covariance matrices provided by the CMS collaboration. The gain in physics reach is demonstrated 1.) by comparison with official mass limits for 4 ATLAS and 5 CMS analyses from the Public Analysis Database of MadAnalysis 5 for which signal region combination is currently available, and 2.) by a case study for an MSSM scenario in which both stops and sbottoms can be produced and have a variety of decays into charginos and neutralinos.

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    MadAnalysis 5 v1.11 adds efficiency-table handling, reference-frame observables, and statistical tools, then applies them to two ATLAS Run-2 analyses of compressed electroweakino signatures inside the NMSSM.