57 citations · 224 across the 9 of their papers we have counts for
10 papers
Distributed function estimation: adaptation using minimal communication
Botond Szabo, Harry van Zanten
We investigate whether in a distributed setting, adaptive estimation of a smooth function at the optimal rate is possible under minimal communication. It turns out that the answer…
Nonparametric Bayesian label prediction on a large graph using truncated Laplacian regularization
Jarno Hartog, Harry van Zanten
This article describes an implementation of a nonparametric Bayesian approach to solving binary classification problems on graphs. We consider a hierarchical Bayesian approach with…
Adaptive distributed methods under communication constraints
Botond Szabo, Harry van Zanten
We study distributed estimation methods under communication constraints in a distributed version of the nonparametric random design regression model. We derive minimax lower bounds…
An asymptotic analysis of distributed nonparametric methods
Botond Szabo, Harry van Zanten
We investigate and compare the fundamental performance of several distributed learning methods that have been proposed recently. We do this in the context of a distributed version…
Guided proposals for simulating multi-dimensional diffusion bridges
Moritz Schauer, Frank van der Meulen, Harry van Zanten
A Monte Carlo method for simulating a multi-dimensional diffusion process conditioned on hitting a fixed point at a fixed future time is developed. Proposals for such diffusion bri…
Optimal two-stage procedures for estimating location and size of the maximum of a multivariate regression function
Eduard Belitser, Subhashis Ghosal, Harry van Zanten
We propose a two-stage procedure for estimating the location $\boldsμ$ and size M of the maximum of a smooth d-variate regression function f. In the first stage, a preliminary esti…