Axel Munk

4 papers · 2017–2025 · 1 venue · across top CS/AI venues

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Achievements

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🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (16)

Venues

JMLR (4)

Top co-authors

Marco Singer (1) Marcel Klatt (1) Lorenz Haubner (1) Marina Struleva (1) Tatyana Krivobokova (1) Jörn Schrieber (1) Peter Bühlmann (1) Yoav Zemel (1) Shayan Hundrieser (1) Max Sommerfeld (1)

Research topics

Machine Learning (4) Mathematics & Optimization (4) Optimization (4) Optimization & Theory (3) Data Science & Analytics (2) Core Methods (2) Methods (2) Application Areas (1) Mathematics (1) Probability (1)

Keywords

optimal transport (2) change point detection (1) sparse recovery (1) minimax optimality (1) nonparametric regression (1) deviation bounds (1) sequential testing (1) entropic regularization (1) convergence rate (1) adaptive algorithm (1) high-dimensional data (1) stationary data (1) non-asymptotic bound (1) stationary process (1) optimistic search (1) large-scale data (1) logarithmic search (1) kernel partial least square (1) long range dependence (1) probabilistic approximation (1)

Papers

Unbalanced Kantorovich-Rubinstein distance, plan, and barycenter on nite spaces: A statistical perspective JMLR 2025 Optimistic Search: Change Point Estimation for Large-scale Data via Adaptive Logarithmic Queries JMLR 2024 Optimal Transport: Fast Probabilistic Approximation with Exact Solvers JMLR 2019 Kernel Partial Least Squares for Stationary Data JMLR 2017