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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...
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Lenguaje: | eng |
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2016
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Acceso en línea: | https://dx.doi.org/10.23730/CYRSP-2017-005.213 http://cds.cern.ch/record/2215716 |
_version_ | 1780952027112669184 |
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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 |