Dortmund 2021 – wissenschaftliches Programm
T 71.2: Vortrag
Mittwoch, 17. März 2021, 16:15–16:30, Tu
Studies of modern machine learning methods for tau lepton identification with the CMS detector — •Andrew Issac1, Günter Quast1, Roger Wolf1, Stefan Wunsch1,2, and Sebastian Brommer1 — 1Karlsruhe Institute of Technology, Institute of Experimental Particle Physics, Karlsruhe, Germany — 2CERN, Geneva, Switzerland
High-energy physics particle reconstruction algorithms are a perfect playground for modern machine learning methods due to the vast amount of data and complex learning tasks. The tau lepton identification is an interesting field to explore new neural network models such as graph-based networks and benchmark them against existing approaches, e.g., a deep convolutional model currently used by CMS.