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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 <DOI:10.1002/(SICI)1099-128X(199601)10:1%3C47::AID-CEM400%3E3.0.CO;2-C>) 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.
Package details |
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Author | David Hervas |
Maintainer | David Hervas <ddhervas@yahoo.es> |
License | GPL (>= 2) |
Version | 1.0.27 |
Package repository | View on CRAN |
Installation |
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