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 will of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.
Practical Statistics for Particle Physicists / Lista, Luca. - 5:(2017), pp. 213-257. (Intervento presentato al convegno 2016 EUROPEAN SCHOOL OF HIGH-ENERGY PHYSICS tenutosi a Skeikampen - NORVEGIA nel 15 - 28 giugno 2016) [10.23730/cyrsp-2017-005.213].
Practical Statistics for Particle Physicists
Luca Lista
2017
Abstract
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 will of the modern and most advanced techniques adopted for data analysis at the Large Hadron Collider.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.