arXiv:1209.6545·v1·Data Analysis, Statistics and Probability
Modified frequentist determination of confidence intervals for Poisson distribution
S. I. Bitioukov🇷🇺 · N. V. Krasnikov🇷🇺
Abstract
We propose modified frequentist definitions for the determination of confidence intervals for the case of Poisson statistics. We require that 1-\beta^{'} \geq \sum_{n=o}^{n_{obs}+k} P(n|\lambda) \geq \alpha^{'}. We show that this definition is equivalent to the Bayesian method with prior \pi(\lambda) \sim \lambda^{k}. Other generalizations are also considered. In particular, we propose modified symmetric frequentist definition which corresponds to the Bayes approach with the prior function \pi(\lambda) \sim 1/2(1 + \frac{n_{obs}}{\lambda}). Modified frequentist definitions for the case of nonzero background are proposed.
Comments: 15 pages, 3 figures. Talk given by N.V. Krasnikov at Workshop "Calculations for modern and future colliders", Dubna, July 2012, Russia