Ingo Steinwart

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

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math.PR2015★ 7 cited

A Bernstein-type Inequality for Some Mixing Processes and Dynamical Systems with an Application to Learning

H. Hang, I. Steinwart

We establish a Bernstein-type inequality for a class of stochastic processes that include the classical geometrically $ϕ$ -mixing processes, Rio's generalization of these processes,…

math.PR2014

Convergence Types and Rates in Generic Karhunen-Loève Expansions with Applications to Sample Path Properties

Ingo Steinwart

We establish a Karhunen-Lo`eve expansion for generic centered, second order stochastic processes, which does not rely on topological assumptions. We further investigate in which no…