Data Analysis, AI and ML IV

Presentations

• MinGLE - Mini Geant4 Learning Example

  ORAL

  April 12, 2022, 10:45 AM – April 12, 2022, 10:57 AM

  Publication: None.

  Presenters

  • Jing Liu

    University of South Dakota

  Authors

  • Jing Liu

    University of South Dakota

  View abstract →

• Domain-informed neural networks for interaction localization within astroparticle experiments

  ORAL

  April 12, 2022, 10:57 AM – April 12, 2022, 11:09 AM

  Publication: http://arxiv.org/abs/2112.07995

  Presenters

  • Shixiao Liang

    Rice University

  Authors

  • Shixiao Liang

    Rice University

  View abstract →

• Explaining machine-learned particle-flow reconstruction

  ORAL

  April 12, 2022, 11:09 AM – April 12, 2022, 11:21 AM

  Publication: https://arxiv.org/abs/2111.12840

  Presenters

  • Farouk Mokhtar

  Authors

  • Farouk Mokhtar

  • Raghav Kansal

    University of California, San Diego

  • Daniel C Diaz

    University of California, San Diego

  • Javier M Duarte

    University of California, San Diego

  • Joosep Pata

    National Institute of Chemical Physics and Biophysics (NICPB)

  • Maurizio Pierini

    European Organization for Nuclear Research (CERN)

  • Jean-Roch Vlimant

    California Institute of Technology

  View abstract →

• ML-based Correction to Accelerate Geant4 Calorimeter Simulations

  ORAL

  April 12, 2022, 11:21 AM – April 12, 2022, 11:33 AM

  Presenters

  • Evangelos Kourlitis

    Argonne National Laboratory

  Authors

  • Evangelos Kourlitis

    Argonne National Laboratory

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• Machine Learning Based Online Data Quality Monitoring for CMS ECAL

  ORAL

  April 12, 2022, 11:33 AM – April 12, 2022, 11:45 AM

  Presenters

  • Abhirami Harilal

    Carnegie Mellon University

  Authors

  • Abhirami Harilal

    Carnegie Mellon University

  • Michael Andrews

    Carnegie Mellon University

  • Manfred Paulini

    Carnegie Mellon Univ

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• AutoDQM: A tool for monitoring data quality in the CMS detector

  ORAL

  April 12, 2022, 11:45 AM – April 12, 2022, 11:57 AM

  Presenters

  • John P Rotter

    Rice University

  Authors

  • John P Rotter

    Rice University

  • Chad Freer

    Massachusetts Inst. of Technology

  • Samuel May

    Boston University

  • Vivan Nguyen

    Northeastern University

  • Kaitlin Salyer

    Boston University

  • Si Sutantawibul

    Baylor University

  • Robert White

    University of Bristol

  • Zhixing Che

    Boston University

  • Jonathan Guiang

    University of California, San Diego

  • Emanuele Barberis

    Northeastern University

  • Andrew Brinkerhoff

    Baylor University

  • Indara Suarez

    Boston University

  • Darin Acosta

    Rice University

  View abstract →

• Mu2e Event Display Development : Using the TEve and REve Frameworks

  ORAL

  April 12, 2022, 11:57 AM – April 12, 2022, 12:09 PM

  Presenters

  • Namitha Chithirasreemadam

    University of Pisa, Fermilab

  Authors

  • Namitha Chithirasreemadam

    University of Pisa, Fermilab

  • Sophie Middleton

    California Institute of Technology, Fermilab

  • Simone Donati

    Fermilab

  View abstract →