Development of Machine Learning ? Trigger Algorithms and Sear... - 9783031962875

Development of Machine Learning ? Trigger Algorithms and Search for Higgs Boson Pair ProductionIn the bb?? Decay Channel with the CMS Detector at the LHC\nAuthor(s): Jona Motta\nFormat: Hardback\nPublisher: Springer International Publishing AG, Switzerland\nImprint: Springer International Publishing AG\nISBN-13: 9783031962875, 978-3031962875\nSynopsis\nThis book reports the successful optimization of the Compact Mupn Solenoid (CMS) tau trigger algorithm for the Run-3 (Phase-1) of the Large Hadron Collider (LHC) and a completely new and original design of a machine learning based tau triggering algorithm for the High Luminosity LHC (or Phase-2). A large proportion of searches at collider experiments relies on datasets collected with a dedicated tau lepton selection algorithm, particularly difficult to operate in intense hadronic environments, making the work descirbed in this book of prime importance. The second part of the book describes a major and very challenging data analysis, ai.