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19922022
most citedUsing Machine Learning to Replicate Chaotic Attractors and Calculate Lyapunov Exponents from Data

633 citations · 2.9k across the 36 of their papers we have counts for

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cs.LG2021★ 38 cited

Using Data Assimilation to Train a Hybrid Forecast System that Combines Machine-Learning and Knowledge-Based Components

Alexander Wikner, Jaideep Pathak, Brian R. Hunt +3

We consider the problem of data-assisted forecasting of chaotic dynamical systems when the available data is in the form of noisy partial measurements of the past and present state…