On the significance in signal search through the sliding window algorithm
Gioacchino Ranucci
Abstract
The experimental issue of the search for new particles of unknown mass poses the challenge of exploring a wide interval to look for the usual signatures represented by excess of events above the background. A side effect of such a broad range quest is that the traditional significance calculations valid for signals of known location are no more applicable when such an information is missing. In this note the specific signal search approach via observation windows sliding over the range of interest is considered; in the assumptions of known background and of fixed width of the exploring windows the statistical implications of such a search scheme are described, with special emphasis on the correct significance assessment for a claimed discovery.
Create a lesson
Related papers
Multivariate amplitude analysis of the cascade particle decays based on the Nearest Neighbors fitting
I. V. Yeletskikh, A. O. Vasyukov
The geometry of uncertainty decomposition in profile-likelihood fits
Rafael Coelho Lopes de Sá
Statistical validation of calorimeter inpainting with generative diffusion priors
Himanshu Raj, Roli Esha
Unknown Unknowns: Model Misspecification in Machine Learning for Physics
Juan Cruz-Martinez, Carolina Cuesta-Lazaro, Alexander Held et al.
Exploring new directions in enhancing the ACTS parameter optimization suite
Chance LaVoie, Qi Bin Lei, Rocky Bala Garg et al.
Analytically Consistent Reconstruction of Finite Data Using Padé Sequences
Emerson Díaz, Balma Duch, Pere Masjuan