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stat.ML2025
Derandomizing Simultaneous Confidence Regions for Band-Limited Functions by Improved Norm Bounds and Majority-Voting Schemes
Balázs Csanád Csáji, Bálint Horváth
Band-limited functions are fundamental objects that are widely used in systems theory and signal processing. In this paper we refine a recent nonparametric, nonasymptotic method fo…
stat.ML2024★ 2 cited
Improving Kernel-Based Nonasymptotic Simultaneous Confidence Bands
Balázs Csanád Csáji, Bálint Horváth
The paper studies the problem of constructing nonparametric simultaneous confidence bands with nonasymptotic and distribition-free guarantees. The target function is assumed to be…