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Henry D. I. Abarbanel

Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks

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Apr 24, 2023
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A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics

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Jan 21, 2022
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Integrating Recurrent Neural Networks with Data Assimilation for Scalable Data-Driven State Estimation

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Sep 25, 2021
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Forecasting Using Reservoir Computing: The Role of Generalized Synchronization

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Feb 28, 2021
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Machine Learning Classification Informed by a Functional Biophysical System

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Nov 19, 2019
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Precision annealing Monte Carlo methods for statistical data assimilation and machine learning

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Jul 06, 2019
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Machine Learning of Time Series Using Time-delay Embedding and Precision Annealing

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Feb 12, 2019
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