4 citations · 4 across the 1 of their papers we have counts for
3 papers
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…
stat.ML2023★ 1 cited
Dual-sPLS: a family of Dual Sparse Partial Least Squares regressions for feature selection and prediction with tunable sparsity; evaluation on simulated and near-infrared (NIR) data
Louna Alsouki, Laurent Duval, Clément Marteau +2
Relating a set of variables X to a response y is crucial in chemometrics. A quantitative prediction objective can be enriched by qualitative data interpretation, for instance by lo…
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 -sample of random vectors whose joint law is unknown, the long-standing problem of supervised classification aims to \textit{optimally} pr…