577 citations · 1.5k across the 23 of their papers we have counts for
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cs.LG2021
Randomized Projection Learning Method forDynamic Mode Decomposition
Sudam Surasinghe, Erik M. Bollt
A data-driven analysis method known as dynamic mode decomposition (DMD) approximates the linear Koopman operator on projected space. In the spirit of Johnson-Lindenstrauss Lemma, w…
cs.LG2021★ 577 cited
Next Generation Reservoir Computing
Daniel J. Gauthier, Erik Bollt, Aaron Griffith +1
Reservoir computing is a best-in-class machine learning algorithm for processing information generated by dynamical systems using observed time-series data. Importantly, it require…