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researcher

S. Shirman

5 papers hereh-index 7230 citations16 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2
  • last author2

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.AI1
  • cs.LG1
  • math.DS1
  • q-bio.NC1
  • stat.ME1

identity via Semantic Scholar / OpenAlex

activity
20162021
most citedModel selection of chaotic systems from data with hidden variables using sparse data assimilation

24 citations · 34 across the 5 of their papers we have counts for

collaborators
Showing 2017 · cs.LGShow all

1 paper · 2 filters

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…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.