The pls Package: Principal Component and Partial Least Squares Regression in R
Norwegian University of Life Sciences · Radboud University Nijmegen
Abstract
The pls package implements principal component regression (PCR) and partial least squares regression (PLSR) in R (R Development Core Team 2006b), and is freely available from the Comprehensive R Archive Network (CRAN), licensed under the GNU General Public License (GPL). The user interface is modelled after the traditional formula interface, as exemplified by lm. This was done so that people used to R would not have to learn yet another interface, and also because we believe the formula interface is a good way of working interactively with models. It thus has methods for generic functions like predict, update and coef. It also has more specialised functions like scores, loadings and RMSEP, and a exible…
Citation impact
- FWCI
- 27.56
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Authors
2Topics & keywords
- Partial least squares regression
- R package
- Interface (matter)
- Principal component analysis
- Computer science
- Principal component regression
- Component (thermodynamics)
- Data mining