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Umut Simsekli

49 papers hereh-index 313.2k citations106 works total

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

author position
  • sole author1
  • first author8
  • middle author24
  • last author12

Across the 45 of 49 papers where every author was matched, so the position is known.

fields
  • stat.ML32
  • cs.LG5
  • cs.CV3
  • math.OC3
  • cs.SD2
  • stat.CO2
same name
  • Umut Simsekli — 18 papers, h 4

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
20152024
most citedSpeech enhancement with variational autoencoders and alpha-stable distributions

44 citations · 543 across the 47 of their papers we have counts for

collaborators
Showing 2015 · stat.MLShow all

1 paper · 2 filters

stat.ML2015★ 9 cited

Parallel Stochastic Gradient Markov Chain Monte Carlo for Matrix Factorisation Models

Umut Şimşekli, Hazal Koptagel, Hakan Güldaş +3

For large matrix factorisation problems, we develop a distributed Markov Chain Monte Carlo (MCMC) method based on stochastic gradient Langevin dynamics (SGLD) that we call Parallel…

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