Predicting Nonlinear and Complex Systems with Machine Learning III

Presentations

• Next-generation reservoir computing

  ORAL · Invited

  March 16, 2022, 4:00 PM – March 16, 2022, 4:36 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, 4:36 PM – March 16, 2022, 4:48 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, 4:48 PM – March 16, 2022, 5:00 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, 5:00 PM – March 16, 2022, 5:12 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

  View abstract →

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

  ORAL

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

  View abstract →

• Novel Deep Learning approaches for Complex Random Telegraph Noise Analysis

  ORAL

  March 16, 2022, 5:24 PM – March 16, 2022, 5:36 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

  View abstract →

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

  ORAL

  March 16, 2022, 5:36 PM – March 16, 2022, 5:48 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

  View abstract →

• Estimating covariant Lyapunov vectors from data

  ORAL

  March 16, 2022, 5:48 PM – March 16, 2022, 6:00 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

  View abstract →

• Mutual information disentangles internal interactions from changing environments

  ORAL

  March 16, 2022, 6:00 PM – March 16, 2022, 6:12 PM

  Publication: PRL Editor's Suggestion (in press, 2021): https://journals.aps.org/prl/accepted/4d070Y3aTa11718729e70a95c14755e7e28a10824<br>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, 6:12 PM – March 16, 2022, 6:24 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 →