Clément Marteau

most citedClassification with the nearest neighbor rule in general finite dimensional spaces: necessary and sufficient conditions

4 citations · 5 across the 3 of their papers we have counts for

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math.ST2023

A non-asymptotic analysis of the single component PLS regression

Luca Castelli, Clément Marteau, Irène Gannaz

This paper investigates some theoretical properties of the Partial Least Square (PLS) method. We focus our attention on the single component case, that provides a useful framework…

math.ST2014★ 4 cited

Classification with the nearest neighbor rule in general finite dimensional spaces: necessary and sufficient conditions

Sébastien Gadat, Thierry Klein, Clément Marteau

Given an $n$ -sample of random vectors $(X_{i}, Y_{i})_{1 \leq i \leq n}$ whose joint law is unknown, the long-standing problem of supervised classification aims to \textit{optimally} pr…