4. Statistics
  5. Machine Learning

Ingo Steinwart

Statistics – Machine Learning

Scientist

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Scientist

A new concentration result for regularized risk minimizers

Mathematics – Statistics Theory
Scientific paper

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Consistency and robustness of kernel-based regression in convex risk minimization

Mathematics – Statistics Theory
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Consistency of support vector machines for forecasting the evolution of an unknown ergodic dynamical system from observations with unknown noise

Statistics – Methodology
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Estimating conditional quantiles with the help of the pinball loss

Mathematics – Statistics Theory
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Fast rates for support vector machines using Gaussian kernels

Mathematics – Statistics Theory
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