221 citations · 609 across the 22 of their papers we have counts for
24 papers
Generalization for slowly mixing processes
Andreas Maurer
A bound uniform over various loss-classes is given for data generated by stationary and phi-mixing processes, where the mixing time (the time needed to obtain approximate independe…
Exponential finite sample bounds for incomplete U-statistics
Andreas Maurer
Incomplete U-statistics have been proposed to accelerate computation. They use only a subset of the subsamples required for kernel evaluations by complete U-statistics. This paper…
Concentration of the missing mass in metric spaces
Andreas Maurer
We study the estimation and concentration on its expectation of the probability to observe data further than a specified distance from a given iid sample in a metric space. The pro…
Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces
Vladimir Kostic, Pietro Novelli, Andreas Maurer +3
We study a class of dynamical systems modelled as Markov chains that admit an invariant distribution via the corresponding transfer, or Koopman, operator. While data-driven algorit…
Some Hoeffding- and Bernstein-type Concentration Inequalities
Andreas Maurer, Massimiliano Pontil
We prove concentration inequalities for functions of independent random variables {under} sub-gaussian and sub-exponential conditions. The utility of the inequalities is demonstrat…
Robust Unsupervised Learning via L-Statistic Minimization
Andreas Maurer, Daniela A. Parletta, Andrea Paudice +1
Designing learning algorithms that are resistant to perturbations of the underlying data distribution is a problem of wide practical and theoretical importance. We present a genera…