[ Information ] [ Publications ] [Signal processing codes] [ Signal & Image Links ]
[ Main blog: A fortunate hive ] [ Blog: Information CLAde ] [ Personal links ]
[ SIVA Conferences ] [ Other conference links ] [ Journal rankings ]
[ Tutorial on 2D wavelets ] [ WITS: Where is the starlet? ]
If you cannot find anything more, look for something else (Bridget Fountain) Si vous ne trouvez plus rien, cherchez autre chose (Brigitte Fontaine)
Web www.laurent-duval.eu lcd.siva.free.fr

Dual-sPLS: a family of Dual Sparse Partial Least Squares regressions with feature selection and tunable sparsity

CODE 2023/04/18: R package dual.spls (version 0.1.4) available

• CRAN R code: Dual-sPLS (version 0.1.4) on CRAN
• R code: Dual-sPLS on GitHub
• R code vignette: Dual-sPLS vignette (version 0.1.4)
• R code: Dual-sPLS on CRAN

DATA 2023/02/04: 208 NIR (near infrared) spectra and their derivatives for density prediction

• Spectral data and density property in Matlab .mat format
• Spectral data and density property in CSV format

Information

• 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 (accepted). Availability: Dual-sPLS R code is freely available at: https://github.com/AlsoukiL/dual.spls
  • SSRN eLibrary: Dual-sPLS, preprint page
• Improving PLS with lasso shrinkage using the dual.spls package (slides)
  
• A generalized method for Sparse Partial Least Squares (Dual-sPLS): theory and applications
• Dual Sparse Partial Least Squares: the dual.spls regression package (submitted, R package CRAN)
• CalValXy: well-balanced and stratified calibration/validation splitting using both predictors $X$ and response $y$ (to be submitted, Technometrics)

Entertainment

• From Z to A, 26 tunes on LSD en PLS : Little Substance Dictionary / Petit Lexique de Substances, another link between chemistry and... whatever