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researcher

S. Sarkka

12 papers hereh-index 11691 citations38 works total

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

author position
  • first author2
  • middle author3
  • last author7

Across the 12 of 12 papers where every author was matched, so the position is known.

fields
  • stat.ME5
  • cs.CV2
  • cs.LG1
  • math.ST1
  • physics.ins-det1
  • physics.med-ph1

identity via Semantic Scholar / OpenAlex

activity
20072026
most citedOn the relation between Gaussian process quadratures and sigma-point methods

15 citations · 18 across the 8 of their papers we have counts for

collaborators
Showing cs.LGShow all

1 paper · 1 filter

cs.LG2025

Recursive Entropic Variational Inference for Nonlinear State-Space Models

Hany Abdulsamad, Ángel F. García-Fernández, Simo Särkkä

We present a class of algorithms for state estimation in nonlinear, non-Gaussian state-space models. Our approach is based on a variational Lagrangian formulation that casts Bayesi…

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