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stat.ML2026
Distribution-Free Confidence Ellipsoids for Ridge Regression with PAC Bounds
Szabolcs Szentpéteri, Balázs Csanád Csáji
Linearly parametrized models are widely used in control and signal processing, with the least-squares (LS) estimate being the archetypical solution. When the input is insufficientl…
stat.ML2024★ 1 cited
Sample Complexity of the Sign-Perturbed Sums Method
Szabolcs Szentpéteri, Balázs Csanád Csáji
We study the sample complexity of the Sign-Perturbed Sums (SPS) method, which constructs exact, non-asymptotic confidence regions for the true system parameters under mild statisti…