Interpretable Dual Sparse Partial Least Squares (DS-PLS) regression; Application to NMR/NIR petroleum data sets

Louna Alsouki (1, 2) , Francois Wahl (2, 3) , Laurent Duval (3) , Clément Marteau (2, 4) , Rami El-Haddad (5)

1 ICJ - Institut Camille Jordan
2 UCBL - Université Claude Bernard Lyon 1
3 IFPEN - IFP Energies nouvelles
4 PSPM - Probabilités, statistique, physique mathématique
5 USJ - Université Saint-Joseph de Beyrouth

Mots clés: Partial Least Squares; sparsity; regression; dual norm

Domaines: Statistiques [math.ST]; Autres [stat.ML]

Louna Alsouki, Francois Wahl, Laurent Duval, Clément Marteau, Rami El-Haddad. Interpretable Dual Sparse Partial Least Squares (DS-PLS) regression; Application to NMR/NIR petroleum data sets. e-CHIMIOMETRIE 2021, Feb 2021, En ligne, France. ⟨hal-03167897⟩