article Open AccessTop 1% cited
Asymptotic formulae for likelihood-based tests of new physics
The European Physical Journal C · 2011 · Vol. 71(2)
Glen Cowan✉(Royal Holloway University of London)Kyle Cranmer(New York University)Eilam Gross(Weizmann Institute of Science)Ofer Vitells(Weizmann Institute of Science)
Abstract
We describe likelihood-based statistical tests for use in high energy physics for the discovery of new phenomena and for construction of confidence intervals on model parameters. We focus on the properties of the test procedures that allow one to account for systematic uncertainties. Explicit formulae for the asymptotic distributions of test statistics are derived using results of Wilks and Wald. We motivate and justify the use of a representative data set, called the “Asimov data set”, which provides a simple method to obtain the median experimental sensitivity of a search or measurement as well as fluctuations about this expectation.
Particle physics theoretical and experimental studiesStatistical Mechanics and EntropyHigh-Energy Particle Collisions ResearchStatistical hypothesis testingFocus (optics)Simple (philosophy)Experimental dataEnergy (signal processing)Calculus (dental)Sensitivity (control systems)
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