no code implementations • 14 Oct 2022 • Abhishek Abhishek, Eric Drechsler, Wojciech Fedorko, Bernd Stelzer
Calorimeter simulation is the most computationally expensive part of Monte Carlo generation of samples necessary for analysis of experimental data at the Large Hadron Collider (LHC).
no code implementations • 1 Nov 2019 • Abhishek Abhishek, Wojciech Fedorko, Patrick de Perio, Nicholas Prouse, Julian Z. Ding
Matter-antimatter asymmetry is one of the major unsolved problems in physics that can be probed through precision measurements of charge-parity symmetry violation at current and next-generation neutrino oscillation experiments.
no code implementations • 24 Nov 2017 • Shannon Egan, Wojciech Fedorko, Alison Lister, Jannicke Pearkes, Colin Gay
Multivariate techniques based on engineered features have found wide adoption in the identification of jets resulting from hadronic top decays at the Large Hadron Collider (LHC).
1 code implementation • 7 Apr 2017 • Jannicke Pearkes, Wojciech Fedorko, Alison Lister, Colin Gay
Recent literature on deep neural networks for tagging of highly energetic jets resulting from top quark decays has focused on image based techniques or multivariate approaches using high-level jet substructure variables.