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Kernel-Based Methods

Published in Cambridge University Press eBooks • Aug 8, 2026
Authors:
Stefano De Marchı
,
Francesco Marchetti
,
Emma Perracchione

Abstract

Kernel methods, with origins in the pioneering work of Mercer (1909), Bochner (1933), and Aronszajn (1950), have become central tools in modern mathematics and machine learning. This book explores their deep connections with approximation theory, highlighting both classical results and cutting-edge ...

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