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Signal Morphing techniques and possible application to Higgs properties measurements

One way of describing deviations from the Standard Model is via Effective Field Theories or pseudo-observables, where higher order operators modify the couplings and the kinematics of the interaction of the Standard Model particles. Generating Monte Carlo events for every testable set of parameters...

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Autor principal: Ecker, Katharina Maria
Lenguaje:eng
Publicado: 2016
Materias:
Acceso en línea:http://cds.cern.ch/record/2211515
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author Ecker, Katharina Maria
author_facet Ecker, Katharina Maria
author_sort Ecker, Katharina Maria
collection CERN
description One way of describing deviations from the Standard Model is via Effective Field Theories or pseudo-observables, where higher order operators modify the couplings and the kinematics of the interaction of the Standard Model particles. Generating Monte Carlo events for every testable set of parameters for such a theory would require computing resources beyond the ones currently available in ATLAS. Up to now, Matrix-Element based reweighting techniques have been often used to model Beyond Standard Model process starting from Standard Model simulated events. In this talk, we review the advantages and the limitations of morphing techniques to construct continuous probability model for signal parameters, interpolating between a finite number of distributions obtained from the simulation chain. The technique will be exemplified by searching for deviations from the Standard Model predictions in Higgs properties measurements.
id cern-2211515
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2016
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spelling cern-22115152019-09-30T06:29:59Zhttp://cds.cern.ch/record/2211515engEcker, Katharina MariaSignal Morphing techniques and possible application to Higgs properties measurementsParticle Physics - ExperimentOne way of describing deviations from the Standard Model is via Effective Field Theories or pseudo-observables, where higher order operators modify the couplings and the kinematics of the interaction of the Standard Model particles. Generating Monte Carlo events for every testable set of parameters for such a theory would require computing resources beyond the ones currently available in ATLAS. Up to now, Matrix-Element based reweighting techniques have been often used to model Beyond Standard Model process starting from Standard Model simulated events. In this talk, we review the advantages and the limitations of morphing techniques to construct continuous probability model for signal parameters, interpolating between a finite number of distributions obtained from the simulation chain. The technique will be exemplified by searching for deviations from the Standard Model predictions in Higgs properties measurements.ATL-PHYS-SLIDE-2016-542oai:cds.cern.ch:22115152016-08-30
spellingShingle Particle Physics - Experiment
Ecker, Katharina Maria
Signal Morphing techniques and possible application to Higgs properties measurements
title Signal Morphing techniques and possible application to Higgs properties measurements
title_full Signal Morphing techniques and possible application to Higgs properties measurements
title_fullStr Signal Morphing techniques and possible application to Higgs properties measurements
title_full_unstemmed Signal Morphing techniques and possible application to Higgs properties measurements
title_short Signal Morphing techniques and possible application to Higgs properties measurements
title_sort signal morphing techniques and possible application to higgs properties measurements
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2211515
work_keys_str_mv AT eckerkatharinamaria signalmorphingtechniquesandpossibleapplicationtohiggspropertiesmeasurements