| Stabilizing machine learning prediction of dynamics: Novel noise-inspired regularization tested with reservoir computing A Wikner, J Harvey, M Girvan, BR Hunt, A Pomerance, T Antonsen, E Ott Neural Networks 170, 94-110, 2024 | 3 | 2024 |
| Using Machine Learning To Anticipate Tipping Points and To Extrapolate To Post-Tipping Point Dynamics of Non-Stationary Dynamical Systems D Patel, E Ott | | 2023 |
| Time-Domain Generalization of the Random-Coupling Model and Experimental Verification in a Complex Scattering System S Ma, TM Antonsen, SM Anlage Physical Review Applied 19 (6), 064052, 2023 | 1 | 2023 |
| A hybrid atmospheric model incorporating machine learning can capture dynamical processes not captured by its physics‐based component T Arcomano, I Szunyogh, A Wikner, BR Hunt, E Ott Geophysical Research Letters 50 (8), e2022GL102649, 2023 | 10 | 2023 |
| Deviations From the Random Plane Wave Field Distribution in Electromagnetic Enclosures F Adnan, SM Anlage, TM Antonsen, E Ott IEEE Transactions on Electromagnetic Compatibility 65 (2), 454-463, 2023 | | 2023 |
| Network inference from short, noisy, low time-resolution, partial measurements: Application to C. elegans neuronal calcium dynamics A Banerjee, S Chandra, E Ott Proceedings of the National Academy of Sciences 120 (12), e2216030120, 2023 | 12 | 2023 |
| INAUGURAL ARTICLE by a Recently Elected Academy Member: Network inference from short, noisy, low time-resolution, partial measurements: Application to C. elegans neuronal … A Banerjee, S Chandra, E Ott Proceedings of the National Academy of Sciences of the United States of …, 2023 | | 2023 |
| Using machine learning to anticipate tipping points and extrapolate to post-tipping dynamics of non-stationary dynamical systems D Patel, E Ott Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (2), 2023 | 26 | 2023 |
| A hybrid atmospheric model incorporating machine learning can capture dynamical processes not captured by its physics-based component T Arcomano, I Szunyogh, A Wikner, BR Hunt, E Ott Authorea Preprints, 2022 | 3 | 2022 |
| Eigenfunction and eigenmode-spacing statistics in chaotic photonic crystal graphs S Ma, TM Antonsen, SM Anlage Physical Review E 106 (5), 054215, 2022 | 5 | 2022 |
| Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization A Wikner, J Harvey, M Girvan, BR Hunt, A Pomerance, T Antonsen, E Ott arXiv preprint arXiv:2211.05262, 2022 | 1 | 2022 |
| Short-wavelength reverberant wave systems for physical realization of reservoir computing S Ma, TM Antonsen, SM Anlage, E Ott Physical Review Research 4 (2), 023167, 2022 | 10 | 2022 |
| Parallel machine learning for forecasting the dynamics of complex networks K Srinivasan, N Coble, J Hamlin, T Antonsen, E Ott, M Girvan Physical Review Letters 128 (16), 164101, 2022 | 19 | 2022 |
| A hybrid approach to atmospheric modeling that combines machine learning with a physics‐based numerical model T Arcomano, I Szunyogh, A Wikner, J Pathak, BR Hunt, E Ott Journal of Advances in Modeling Earth Systems 14 (3), e2021MS002712, 2022 | 39 | 2022 |
| Deep-learning estimation of complex reverberant wave fields with a programmable metasurface BW Frazier, TM Antonsen Jr, SM Anlage, E Ott Physical Review Applied 17 (2), 024027, 2022 | 14 | 2022 |
| Physical Reservoir Computing with Over-Moded Complex Systems S Ma, T Antonsen, S Anlage, E Ott APS March Meeting Abstracts 2022, N09. 002, 2022 | | 2022 |
| Inference of C. elegans neural network structure from calcium flurescence time series data with reservoir computing A Banerjee, S Chandra, E Ott APS March Meeting Abstracts 2022, A06. 002, 2022 | 2 | 2022 |
| Evaluation of a Hybrid Approach to Atmospheric Modeling that Combines Machine Learning with a General Circulation Model T Arcomano, I Szunyogh, A Wikner, J Pathak, B Hunt, E Ott AGU Fall Meeting Abstracts 2021, A15Q-08, 2021 | | 2021 |
| Short-wavelength reverberant wave systems for enhanced reservoir computing S Ma, T Antonsen, S Anlage, E Ott | 1 | 2021 |
| Machine learning link inference of noisy delay-coupled networks with optoelectronic experimental tests A Banerjee, JD Hart, R Roy, E Ott Physical Review X 11 (3), 031014, 2021 | 29 | 2021 |
James YorkeDist. Univ. Research Prof of Math and Physics, Univ. of MarylandVerified email at umd.edu
