Journal of Machine Learning Research

Home >> Publications >> Journal >> Journal of Machine Learning Research
Feature image not available
01.02.2025

Unbalanced Kantorovich-Rubinstein distance, plan, and barycenter on finite spaces: A statistical perspective

Authors Hundrieser S, Heinemann F, Klatt M, Struleva M, Munk A Journal Journal of Machine Learning Research Citation Journal of Machine Learning Research 26 (2025) 1-70. Abstract We analyze statistical properties of plug-in estimators for unbalanced optimal transport quantities between finitely supported measures in different prototypical sampling models. Specifically, our
Learn More
Feature image not available
01.09.2024

Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries

Authors Kovacs S, Li H, Haubner L, Munk A, Buhlmann P Journal Journal of Machine Learning Research Citation J Mach Learn Res 25(297):1−64, 2024. Abstract Change point estimation is often formulated as a search for the maximum of a gain function describing improved fits when segmenting the data. Searching one
Learn More
X
EN DE
X
X