Cargando…

Practical Statistics for Particle Physicists

These three lectures provide an introduction to the main concepts of statistical data analysis useful for precision measurements and searches for new signals in High Energy Physics. The frequentist and Bayesian approaches to probability theory will introduced and, for both approaches, inference meth...

Descripción completa

Detalles Bibliográficos
Autor principal: Lista, Luca
Lenguaje:eng
Publicado: 2016
Materias:
Acceso en línea:https://dx.doi.org/10.23730/CYRSP-2017-005.213
http://cds.cern.ch/record/2215716
_version_ 1780952027112669184
author Lista, Luca
author_facet Lista, Luca
author_sort Lista, Luca
collection CERN
description These three lectures provide an introduction to the main concepts of statistical data analysis useful for precision measurements and searches for new signals in High Energy Physics. The frequentist and Bayesian approaches to probability theory will introduced and, for both approaches, inference methods will be presented. Hypothesis tests will be discussed, then significance and upper limit evaluation will be presented with an overview of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.
id cern-2215716
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2016
record_format invenio
spelling cern-22157162022-08-10T12:35:24Zdoi:10.23730/CYRSP-2017-005.213http://cds.cern.ch/record/2215716engLista, LucaPractical Statistics for Particle PhysicistsOther Fields of PhysicsThese three lectures provide an introduction to the main concepts of statistical data analysis useful for precision measurements and searches for new signals in High Energy Physics. The frequentist and Bayesian approaches to probability theory will introduced and, for both approaches, inference methods will be presented. Hypothesis tests will be discussed, then significance and upper limit evaluation will be presented with an overview of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.These three lectures provide an introduction to the main concepts of statistical data analysis useful for precision measurements and searches for new signals in High Energy Physics. The frequentist and Bayesian approaches to probability theory are introduced and, for both approaches, inference methods are presented. Hypothesis tests will be discussed, then significance and upper limit evaluation will be presented with an overview of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.arXiv:1609.04150oai:cds.cern.ch:22157162016-09-14
spellingShingle Other Fields of Physics
Lista, Luca
Practical Statistics for Particle Physicists
title Practical Statistics for Particle Physicists
title_full Practical Statistics for Particle Physicists
title_fullStr Practical Statistics for Particle Physicists
title_full_unstemmed Practical Statistics for Particle Physicists
title_short Practical Statistics for Particle Physicists
title_sort practical statistics for particle physicists
topic Other Fields of Physics
url https://dx.doi.org/10.23730/CYRSP-2017-005.213
http://cds.cern.ch/record/2215716
work_keys_str_mv AT listaluca practicalstatisticsforparticlephysicists