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Interactive variable selection (IVS) for PLS. Part II: Chemical applications

✍ Scribed by Fredrik Lindgren; Paul Geladi; Anders Berglund; Michael Sjöström; Svante Wold


Publisher
John Wiley and Sons
Year
1995
Tongue
English
Weight
759 KB
Volume
9
Category
Article
ISSN
0886-9383

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Interactive variable selection (IVS) for
✍ Fredrick Lindgren; Paul Geladi; Stefan Rännar; Svante Wold 📂 Article 📅 1994 🏛 John Wiley and Sons 🌐 English ⚖ 972 KB

A modified PLS algorithm is introduced with the goal of achieving improved prediction ability. The method, denoted IVS-PLS, is based on dimension-wise selective reweighting of single elements in the PLS weight vector w. Cross-validation, a criterion for the estimation of predictive quality, is used