Supplementary readings
The course material is constantly being updated from a variety of books, journal articles, newspaper articles, contributions from others to this wiki, and the author's own experiences with data analysis and consulting. The following printed materials have influenced the course content.
Books
In alphabetical order:
| Author(s) | Title | Library link | Other libraries | Buy the book |
|---|---|---|---|---|
| Box, Hunter and Hunter | Statistics for Experimenters: Design, Innovation, and Discovery (2nd edition) | McMaster (reserve) | Loan | Buy |
| Brereton | Chemometrics - Data analysis for the Laboratory and Chemical Plant | McMaster | Loan | Buy |
| Carroll, Green, and Chaturvedi | Mathematical Tools for Applied Multivariate Analysis | McMaster | Loan | Buy |
| Few | Show Me the Numbers | McMaster | Loan | Buy |
| Jackson | A User's Guide to Principal Components | McMaster | Loan | Buy |
| MacGregor | Course notes for ChE765 | |||
| Martens and Naes | Multivariate Calibration | McMaster | Loan | Buy |
Journal publications
McMaster students should be able to access all these publications from a campus IP number
- Kenneth R. Beebe and Bruce R. Kowalski: "An Introduction to Multivariate Calibration and Analysis", Analytical Chemistry, 59(17), l007a-1017a, 1987.
- N. Bratchell: "Multivariate Response Surface Modelling by Principal Components Analysis", Journal of Chemometrics, 3, 579-588, 1989.
- Paul Geladi, Bruce R. Kowalski, 1986, "Partial least squares regression: A tutorial", Analytica Chimica Acta, 185, 1-17.
- A. Höskuldsson, 1988, "PLS Regression Methods", Journal of Chemometrics, 2, 211-228
- James V. Kresta, John F. MacGregor, Thomas E. Marlin, "Multivariate Statistical Monitoring of Process Operating Performance", Canadian Journal of Chemical Engineering, 69, 35-47, 1991
- Olav M. Kvalheim: "Latent-Structure Decompositions (Projections) of Multivariate Data", Chemometrics and Intelligent Laboratory Systems, 2, 283-290, 1987.
- Olav M. Kvalheim, Terje V. Karstang: "Interpretation of Latent-Variable Regression Models", Chemometrics and Intelligent Laboratory Systems, 7, 39-51, 1989.
- Svante Wold, 1978, "Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models", Technometrics, 20(4), 397-405.
- Svante Wold, Kim Esbensen, Paul Geladi: "Principal component analysis", Chemometrics and Intelligent Laboratory Systems, 2, 37-52, 1987.
- Svante Wold, Paul Geladi, Kim Esbensen, Jerker Öhman: "Multi-Way Principal Components- and PLS-Analysis", Journal of Chemometrics, 1, 41-56, 1987.
- Svante Wold, Michael Sjöström, Lennart Eriksson: "PLS-regression: a basic tool of chemometrics", Chemometrics and Intelligent Laboratory Systems, 58, 109-130, 2001.
Conference proceedings
- S. Wold, S. Hellberg, T. Lundstedt, M. Sjostrom,1987, "PLS Modeling with Latent Variables in Two or More Dimensions", paper for the Frankfurt PLS-meeting, September 1987