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math.ST2025
A theory of shape regularity for local regression maps
Jérémy Bettinger, François Portier, Adrien Saumard
We introduce the concept of shape-regular regression maps as a framework to derive optimal rates of convergence for various non-parametric local regression estimators. Using Vapnik…
math.ST2021★ 1 cited
High-dimensional logistic entropy clustering
Edouard Genetay, Adrien Saumard, Rémi Coulaud
Minimization of the (regularized) entropy of classification probabilities is a versatile class of discriminative clustering methods. The classification probabilities are usually de…