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S. Munch

4 papers hereh-index 429.8k citations130 works total

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

author position
  • middle author2
  • last author2

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • q-bio.PE2
  • cs.LG1
  • q-bio.QM1
Homepage
same name
  • S. Munch — 1 paper, h 10

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20132021
most citedRecurrent Neural Networks for Partially Observed Dynamical Systems

8 citations · 10 across the 3 of their papers we have counts for

collaborators

4 papers

cs.LG2021★ 8 cited

Recurrent Neural Networks for Partially Observed Dynamical Systems

Uttam Bhat, Stephan B. Munch

Complex nonlinear dynamics are ubiquitous in many fields. Moreover, we rarely have access to all of the relevant state variables governing the dynamics. Delay embedding allows us,…

q-bio.PE2015★ 2 cited

Global evidence for non-random dynamics in fish recruitment

Charles T. Perretti, Stephan B. Munch, Michael J. Fogarty +1

Understanding what controls apparently random fluctuations in fish recruitment is a major challenge in fisheries science. Our current inability to anticipate recruitment failures h…

q-bio.QM2014

Avoiding tipping points in fisheries management through Gaussian Process Dynamic Programming

Carl Boettiger, Marc Mangel, Stephan Munch

Model uncertainty and limited data are fundamental challenges to robust management of human intervention in a natural system. These challenges are acutely highlighted by concerns t…

q-bio.PE2013

Reply to Hartig et al. [arXiv:1305.3544]: The "true model" myth

Charles T. Perretti, Stephan B. Munch, George Sugihara

We have shown that commonly used model-fitting methods fail when the underlying ecological system is chaotic. Importantly, Hartig & Dormann [arXiv:1305.3544] suggest an alternative…

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