77 citations · 561 across the 68 of their papers we have counts for
5 papers · 1 filter
Minimax estimation in linear models with unknown design over finite alphabets
Merle Behr, Axel Munk
We provide a minimax optimal estimation procedure for F and W in matrix valued linear models Y = F W + Z where the parameter matrix W and the design matrix F are unknown but the la…
Multiscale Change-point Segmentation: Beyond Step Functions
Housen Li, Qinghai Guo, Axel Munk
Modern multiscale type segmentation methods are known to detect multiple change-points with high statistical accuracy, while allowing for fast computation. Underpinning theory has…
Empirical optimal transport on countable metric spaces: Distributional limits and statistical applications
Carla Tameling, Max Sommerfeld, Axel Munk
We derive distributional limits for empirical transport distances between probability measures supported on countable sets. Our approach is based on sensitivity analysis of optimal…
Kernel partial least squares for stationary data
Marco Singer, Tatyana Krivobokova, Axel Munk
We consider the kernel partial least squares algorithm for non-parametric regression with stationary dependent data. Probabilistic convergence rates of the kernel partial least squ…
Fully-Automatic Multiresolution Idealization for Filtered Ion Channel Recordings: Flickering Event Detection
Florian Pein, Inder Tecuapetla-Gómez, Ole M. Schütte +2
We propose a new model-free segmentation method, JULES, which combines recent statistical multiresolution techniques with local deconvolution for idealization of ion channel record…