Oct 19 – 23, 2020
Europe/Zurich timezone

Session

Workshop

Oct 21, 2020, 10:00 AM

Conveners

Workshop: Wednesday morning

  • David Rousseau (LAL-Orsay, FR)
  • Pietro Vischia (Universite Catholique de Louvain (UCL) (BE))

Workshop: Wednesday afternoon

  • Gian Michele Innocenti (CERN)
  • Simon Akar (University of Cincinnati (US))

Workshop: Thursday morning

  • Lorenzo Moneta (CERN)

Workshop: Thursday afternoon

  • David Rousseau (IJCLab-Orsay)
  • Pietro Vischia (Universite Catholique de Louvain (UCL) (BE))

Workshop: Friday morning

  • Andrea Wulzer (CERN and EPFL)

Workshop: Friday afternoon

  • Riccardo Torre (CERN)

Presentation materials

There are no materials yet.
Jessica N. Howard (Department of Physics & Astronomy, UC Irvine) , Jessica Nicole Howard (University of California Irvine (US))
10/23/20, 10:00 AM
3 ML for simulation and surrogate model : Application of Machine Learning to simulation or other cases where it is deemed to replace an existing complex model
Regular talk

We introduce a novel strategy for machine-learning-based predictive simulators, which can be trained in an unsupervised manner using observed data samples to learn a predictive model of the detector response and other difficult-to-model transformations. Particle physics detectors cannot directly probe fundamental particle collisions. Instead, statistical inference must be used to surmise...

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