Polonik, Wolfgang

4 publications

JMLR 2025 Algorithms for Ridge Estimation with Convergence Guarantees Wanli Qiao, Wolfgang Polonik

UAI 2025 Minimax Optimal Nonsmooth Nonparametric Regression via Fractional Laplacian Eigenmaps Zhaoyang Shi, Krishna Balasubramanian, Wolfgang Polonik

AISTATS 2024 Adaptive and Non-Adaptive Minimax Rates for Weighted Laplacian-Eigenmap Based Nonparametric Regression Zhaoyang Shi, Krishna Balasubramanian, Wolfgang Polonik

JMLR 2022 Topologically Penalized Regression on Manifolds Olympio Hacquard, Krishnakumar Balasubramanian, Gilles Blanchard, Clément Levrard, Wolfgang Polonik