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arXiv · 2512.20826

Optimal Algorithms for Nonlinear Estimation with Convex Models

Simon Foucart
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Abstract

A linear functional of an object from a convex symmetric set can be optimally estimated, in a worst-case sense, by a linear functional of observations made on the object. This well-known fact is extended here to a nonlinear setting: other simple functionals of the object can be optimally estimated by functionals of the observations that share a similar simple structure. This is established for the maximum of several linear functionals and even for the $\ell$th largest among them. Proving the latter requires an unusual refinement of the analytical Hahn--Banach theorem. The existence results are accompanied by practical recipes relying on convex optimization to construct the desired functionals, thereby justifying the term of estimation algorithms.

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Simon Foucart. 2025-12-23. Optimal Algorithms for Nonlinear Estimation with Convex Models. https://arxiv.org/abs/2512.20826

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