Difference between revisions of "Supplementary readings"
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* O.M Kvalheim, T.V. Kar s tang, 1989, " Interpretation of Latent-Variable Regression Models", ''Chemometrics and Intelligent Laboratory Systems'', 7, p.39-51 | * O.M Kvalheim, T.V. Kar s tang, 1989, " Interpretation of Latent-Variable Regression Models", ''Chemometrics and Intelligent Laboratory Systems'', 7, p.39-51 | ||
* S. Wold, 1978, "Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models", ''Technometrics'', 20(4), 397-405. | * S. 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: "[http://dx.doi.org/10.1016/0169-7439(87)80084-9 Principal component analysis]", ''Chemometrics and Intelligent Laboratory Systems'', 2, 37-52, 1987. | ||
* | |||
* Svante Wold, Paul Geladi, Kim Esbensen, Jerker Öhman: "[http://dx.doi.org/10.1002/cem.1180010107 Multi-Way Principal Components- and PLS-Analysis]", ''Journal of Chemometrics'', 1, 41-56, 1987. | |||
Revision as of 18:07, 26 August 2011
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
- K.R. Beebe, B.R. Kowalski, 1987, "An Introduction to Multivariate Calibration and Analysis, Analytical Chemistry, 59(17), l007a-1017a
- N. Bratchell, 1989, "Multivariate Response Surface Modelling by Principal Components Analysis", Journal of Chemometrics, 3, 579-588
- P. Geladi, B.R. Kowalski, 1986, Partial Least Squares Regression: A Tutorial, Analytica Chimica Acta, 185, 1-17.
- A. Hoskuldsson, 1988, "PLS Regression Methods", Journal of Chemometrics, Vol.2, p.211-228
- J. Kresta, J.F. MacGregor, T.E. Marlin, 1991a, "Multivariate Statistical Monitoring of Process Operating Performance", Canadian Journal of Chemical Engineering, 69, 1991, 35-47.
- O.M. Kvalheim, 1987, "Latent-Structure Decompositions (Projections) of Multivariate Data", Chemometrics and Intelligent Laboratory Systems, 2, p.283-290
- O.M Kvalheim, T.V. Kar s tang, 1989, " Interpretation of Latent-Variable Regression Models", Chemometrics and Intelligent Laboratory Systems, 7, p.39-51
- S. 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.
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