NPLS Regression with L1 Penalization
Tools for performing variable selection in three-way data using N-PLS
in combination with L1 penalization, Selectivity Ratio and VIP scores.
The N-PLS model (Rasmus Bro, 1996 <10.1002>)
is the natural extension of PLS (Partial Least Squares) to N-way structures, and tries
to maximize the covariance between X and Y data arrays. The package also adds
variable selection through L1 penalization, Selectivity Ratio and VIP scores.10.1002>