------------------------------------------------------------------------------------------------------------------ Speaker: Prof. Giulio D'Agostini, University of Rome "La Sapienza", Italy ------------------------------------------------------------------------------------------------------------------ Title: "Probabilistic reasoning in frontier science" ------------------------------------------------------------------------------------------------------------------ Abstract: The short course introduces general ideas and some basic methods of probability theory applied to scientific data analysis, focusing in particular to some issues typical of frontier physics, like measurements at the limit of the detector sensitivity, no or few candidate events, possibly affected by background. The items presented include: model comparison; parametric inference (with binomial, Poisson or Gaussian detector response); effect of systematics on the global uncertainties. ------------------------------------------------------------------------------------------------------------------