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Deep Regression of Muon Energy with a K-Nearest Neighbor Algorithm / Dorigo, Tommaso (INFN, Padua) ; Guglielmini, Sofia (Padua U.) ; Kieseler, Jan (CERN) ; Layer, Lukas (Naples U. ; INFN, Padua) ; Strong, Giles C. (Naples U. ; INFN, Padua)
Within the context of studies for novel measurement solutions for future particle physics experiments, we developed a performant kNN-based regressor to infer the energy of highly-relativistic muons from the pattern of their radiation losses in a dense and granular calorimeter. [...]
arXiv:2203.02841. - 38 p.
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