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researcher

S. Langer

10 papers hereh-index 9492 citations18 works total

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

author position
  • sole author2
  • middle author4
  • last author4

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • math.ST6
  • cs.LG2
  • stat.ML2
same name
  • S. Langer — 12 papers, h 10
  • S. Langer — 3 papers, h 2
  • S. Langer — 2 papers, h 12
  • S. Langer — 1 paper, h 24
  • S. Langer — 1 paper, h 6

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
20192023
most citedOn the rate of convergence of fully connected very deep neural network regression estimates

18 citations · 37 across the 9 of their papers we have counts for

collaborators
Showing 2023 · math.STShow all

1 paper · 2 filters

math.ST2023★ 3 cited

Dropout Regularization Versus ℓ2​-Penalization in the Linear Model

Gabriel Clara, Sophie Langer, Johannes Schmidt-Hieber

We investigate the statistical behavior of gradient descent iterates with dropout in the linear regression model. In particular, non-asymptotic bounds for the convergence of expect…

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