369 citations · 992 across the 36 of their papers we have counts for
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cs.LG2017★ 1 cited
Machine Learning as Statistical Data Assimilation
H. D. I. Abarbanel, P. J. Rozdeba, S. Shirman
We identify a strong equivalence between neural network based machine learning (ML) methods and the formulation of statistical data assimilation (DA), known to be a problem in stat…
cs.AI2017★ 4 cited
Machine Learning, Deepest Learning: Statistical Data Assimilation Problems
Henry Abarbanel, Paul Rozdeba, Sasha Shirman
We formulate a strong equivalence between machine learning, artificial intelligence methods and the formulation of statistical data assimilation as used widely in physical and biol…