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Ingo Steinwart

University of Stuttgart

39 papers hereh-index 3814.5k citations109 works total

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

author position
  • sole author6
  • first author10
  • middle author5
  • last author17

Across the 38 of 39 papers where every author was matched, so the position is known.

fields
  • stat.ML14
  • math.ST9
  • math.FA4
  • stat.ME4
  • cs.LG3
  • math.PR2
affiliations
  • University of Stuttgart
Homepage
same name
  • Ingo Steinwart — 6 papers, h 7
  • Ingo Steinwart — 5 papers, h 4
  • Ingo Steinwart — 4 papers, h 2

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
20062022
most citedFast rates for support vector machines using Gaussian kernels

267 citations · 813 across the 34 of their papers we have counts for

collaborators
Showing math.FAShow all

4 papers · 1 filter

math.FA2020★ 1 cited

Reproducing Kernel Hilbert Spaces Cannot Contain all Continuous Functions on a Compact Metric Space

Ingo Steinwart

Given an uncountable, compact metric space, we show that there exists no reproducing kernel Hilbert space that contains the space of all continuous functions on this compact space.

math.FA2019★ 9 cited

A Closer Look at Covering Number Bounds for Gaussian Kernels

Ingo Steinwart, Simon Fischer

We establish some new bounds on the log-covering numbers of (anisotropic) Gaussian reproducing kernel Hilbert spaces. Unlike previous results in this direction we focus on small ex…

math.FA2017

Strictly proper kernel scores and characteristic kernels on compact spaces

Ingo Steinwart, Johanna F. Ziegel

Strictly proper kernel scores are well-known tool in probabilistic forecasting, while characteristic kernels have been extensively investigated in the machine learning literature.…

math.FA2016

A Short Note on the Comparison of Interpolation Widths, Entropy Numbers, and Kolmogorov Widths

Ingo Steinwart

We compare the Kolmogorov and entropy numbers of compact operators mapping from a Hilbert space into a Banach space. We then apply these general findings to embeddings between repr…

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