Search For Flavour Changing Neutral Currents In Processes With A Single Top Quark In Association With A Photon Using A Deep Neural Network At The Atlas Experiment At S
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Machine Learning Under Resource Constraints Discovery In Physics
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Author : Katharina Morik
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2022-12-31
Machine Learning Under Resource Constraints Discovery In Physics written by Katharina Morik and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-31 with Science categories.
Machine Learning under Resource Constraints addresses novel machine learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Resource constraints are given by the relation between the demands for processing the data and the capacity of the computing machinery. The resources are runtime, memory, communication, and energy. Hence, modern computer architectures play a significant role. Novel machine learning algorithms are optimized with regard to minimal resource consumption. Moreover, learned predictions are executed on diverse architectures to save resources. It provides a comprehensive overview of the novel approaches to machine learning research that consider resource constraints, as well as the application of the described methods in various domains of science and engineering. Volume 2 covers machine learning for knowledge discovery in particle and astroparticle physics. Their instruments, e.g., particle detectors or telescopes, gather petabytes of data. Here, machine learning is necessary not only to process the vast amounts of data and to detect the relevant examples efficiently, but also as part of the knowledge discovery process itself. The physical knowledge is encoded in simulations that are used to train the machine learning models. At the same time, the interpretation of the learned models serves to expand the physical knowledge. This results in a cycle of theory enhancement supported by machine learning.
Search For Flavour Changing Neutral Currents In Processes With A Single Top Quark In Association With A Photon Using A Deep Neural Network At The Atlas Experiment At S
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Author : Gregor Geßner
language : en
Publisher:
Release Date : 2019
Search For Flavour Changing Neutral Currents In Processes With A Single Top Quark In Association With A Photon Using A Deep Neural Network At The Atlas Experiment At S written by Gregor Geßner and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with categories.
A Search For Flavour Changing Neutral Currents In Top Quark Decays In Pp Collision Data Collected With The Atlas Detector At U221a S
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Author :
language : en
Publisher:
Release Date : 2012
A Search For Flavour Changing Neutral Currents In Top Quark Decays In Pp Collision Data Collected With The Atlas Detector At U221a S written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with categories.
A search for flavour changing neutral current (FCNC) processes in top-quark decays by the ATLAS Collaboration is presented. Data collected from pp collisions at the LHC at a centre-of-mass energy of √s = 7 TeV during 2011, corresponding to an integrated luminosity of 2.1 fb−1, were used. A search was performed for top-quark pair-production events, with one top quark decaying through the t → Zq FCNC (q = u, c) channel, and the other through the Standard Model dominant mode t → Wb. Only the decays of the Z boson to charged leptons and leptonic W-boson decays were considered as signal. Consequently, the final-state topology is characterised by the presence of three isolated charged leptons, at least two jets and missing transverse momentum from the undetected neutrino. No evidence for an FCNC signal was found. An upper limit on the t → Zq branching ratio of BR(t → Zq)
Search For Flavour Changing Neutral Currents In Single Top Quark Production At S
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Author : Muhammad Alhroob
language : en
Publisher:
Release Date : 2013
Search For Flavour Changing Neutral Currents In Single Top Quark Production At S written by Muhammad Alhroob and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013 with categories.
Erratum To Search For Single Top Quark Production Via Flavour Changing Neutral Currents At 8 Tev With The Atlas Detector
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Author : [Study Group] ATLAS Collaboration CERN
language : en
Publisher:
Release Date : 2022
Erratum To Search For Single Top Quark Production Via Flavour Changing Neutral Currents At 8 Tev With The Atlas Detector written by [Study Group] ATLAS Collaboration CERN and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.
Search For Flavor Changing Neutral Currents In Single Top Quark Production Using 2 3 Fb 1 Of P Bar P Collisions
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Author :
language : en
Publisher:
Release Date : 2010
Search For Flavor Changing Neutral Currents In Single Top Quark Production Using 2 3 Fb 1 Of P Bar P Collisions written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010 with categories.
We present a search for flavor changing neutral currents via quark-gluon couplings in a sample of single top quark final states corresponding to 2.3 fb−1 of integrated luminosity collected with the D0 detector at the Fermilab Tevatron Collider. We select events containing a single top quark candidates with an additional jet, and obtain separation between signal and background using Bayesian neural networks. We find consistency between background expectation and observed data, and set limits on avor changing neutral current gluon couplings of the top quark to up quarks (tgu) and charm quarks (tgc). The cross section limits at the 95% C.L. are [sigma]{sub tgu}
Search For Flavour Changing Neutral Current Interactions Of A Top Quark And A Gluon In Pp Collisions At Square Root S
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Author : [Study Group] ATLAS Collaboration CERN
language : en
Publisher:
Release Date : 2022
Search For Flavour Changing Neutral Current Interactions Of A Top Quark And A Gluon In Pp Collisions At Square Root S written by [Study Group] ATLAS Collaboration CERN and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.
Search For Single Top Quark Production Via Flavour Changing Neutral Currents In Strong Interactions Using Wurzel S
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Author : Conrad Friedrich
language : en
Publisher:
Release Date : 2014
Search For Single Top Quark Production Via Flavour Changing Neutral Currents In Strong Interactions Using Wurzel S written by Conrad Friedrich and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014 with categories.
Search For Anomalous Single Top Quark Production Via Flavour Changing Neutral Currents With The Atlas Detector At The Large Hadron Collider
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Author :
language : en
Publisher:
Release Date : 2007
Search For Anomalous Single Top Quark Production Via Flavour Changing Neutral Currents With The Atlas Detector At The Large Hadron Collider written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with categories.
Search For Flavor Changing Neutral Currents In Top Quark Decays Using A Two Leptons Track Selection
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Author :
language : en
Publisher:
Release Date : 2012
Search For Flavor Changing Neutral Currents In Top Quark Decays Using A Two Leptons Track Selection written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with categories.