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Better Higgs Measurements through Information Geometry

Measuring the properties of the Higgs boson is one of the most important missions for Run 2 of the LHC. These measurements can be understood and optimized with intuitive and powerful tools from information geometry. The central object is the Fisher information matrix. It allows us to define the maxi...

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Detalles Bibliográficos
Autores principales: Brehmer, Johann, Cranmer, Kyle, Kling, Felix, Tait, Tim M P, Plehn, Tilman
Lenguaje:eng
Publicado: 2018
Materias:
Acceso en línea:http://cds.cern.ch/record/2752417
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author Brehmer, Johann
Cranmer, Kyle
Kling, Felix
Tait, Tim M P
Plehn, Tilman
author_facet Brehmer, Johann
Cranmer, Kyle
Kling, Felix
Tait, Tim M P
Plehn, Tilman
author_sort Brehmer, Johann
collection CERN
description Measuring the properties of the Higgs boson is one of the most important missions for Run 2 of the LHC. These measurements can be understood and optimized with intuitive and powerful tools from information geometry. The central object is the Fisher information matrix. It allows us to define the maximum precision with which theory parameters can be measured in a given experiment. We calculate the information on dimension-six operators in different Higgs signatures. We demonstrate how information geometry lets us improve event selections, determine the most powerful observables, and compare the power of multivariate techniques to traditional histogram-based analyses. In particular, we systematically analyze which LHC signatures offer dedicated $CP$ measurements in the Higgs-gauge sector, and discuss the nature of the information they provide.
id oai-inspirehep.net-1771091
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2018
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spelling oai-inspirehep.net-17710912021-03-03T15:21:29Zhttp://cds.cern.ch/record/2752417engBrehmer, JohannCranmer, KyleKling, FelixTait, Tim M PPlehn, TilmanBetter Higgs Measurements through Information GeometryParticle Physics - ExperimentMeasuring the properties of the Higgs boson is one of the most important missions for Run 2 of the LHC. These measurements can be understood and optimized with intuitive and powerful tools from information geometry. The central object is the Fisher information matrix. It allows us to define the maximum precision with which theory parameters can be measured in a given experiment. We calculate the information on dimension-six operators in different Higgs signatures. We demonstrate how information geometry lets us improve event selections, determine the most powerful observables, and compare the power of multivariate techniques to traditional histogram-based analyses. In particular, we systematically analyze which LHC signatures offer dedicated $CP$ measurements in the Higgs-gauge sector, and discuss the nature of the information they provide.oai:inspirehep.net:17710912018
spellingShingle Particle Physics - Experiment
Brehmer, Johann
Cranmer, Kyle
Kling, Felix
Tait, Tim M P
Plehn, Tilman
Better Higgs Measurements through Information Geometry
title Better Higgs Measurements through Information Geometry
title_full Better Higgs Measurements through Information Geometry
title_fullStr Better Higgs Measurements through Information Geometry
title_full_unstemmed Better Higgs Measurements through Information Geometry
title_short Better Higgs Measurements through Information Geometry
title_sort better higgs measurements through information geometry
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2752417
work_keys_str_mv AT brehmerjohann betterhiggsmeasurementsthroughinformationgeometry
AT cranmerkyle betterhiggsmeasurementsthroughinformationgeometry
AT klingfelix betterhiggsmeasurementsthroughinformationgeometry
AT taittimmp betterhiggsmeasurementsthroughinformationgeometry
AT plehntilman betterhiggsmeasurementsthroughinformationgeometry