Difference between revisions of "Supplementary readings"

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| [http://en.wikipedia.org/wiki/Special:BookSources/0121609553#Canada Loan]
| [http://en.wikipedia.org/wiki/Special:BookSources/0121609553#Canada Loan]
| [http://en.wikipedia.org/wiki/Special:BookSources/0121609553#Booksellers Buy]
| [http://en.wikipedia.org/wiki/Special:BookSources/0121609553#Booksellers Buy]
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| Ericsson, Johansson, Kettaneth-Wold, Trygg, Wikström, Wold
| Multivariate and Megavariate Data Analysis (Parts I and II)
| [http://libcat.mcmaster.ca/index.jsp?Ntt1=1541869&Ntk1=Bib+No.&Ntx1=mode+matchallpartial McMaster]
| [http://en.wikipedia.org/wiki/Special:BookSources/9197373028#Canada Loan]
| [http://en.wikipedia.org/wiki/Special:BookSources/9197373028#Booksellers Buy]
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== Journal publications ==
''McMaster students should be able to access all these publications from a campus IP number''
* Kenneth R. Beebe and Bruce R. Kowalski: "[http://dx.doi.org/10.1021/ac00144a001 An Introduction to Multivariate Calibration and Analysis]", ''Analytical Chemistry'', '''59'''(17), l007a-1017a, 1987.
* N. Bratchell: "[http://dx.doi.org/10.1002/cem.1180030406 Multivariate Response Surface Modelling by Principal Components Analysis]", ''Journal of Chemometrics'', '''3''', 579-588, 1989.
* Paul Geladi, Bruce R. Kowalski: "[http://dx.doi.org/10.1016/0003-2670(86)80028-9 Partial least squares regression: A tutorial]", ''Analytica Chimica Acta'', '''185''', 1-17, 1986.
* A. Höskuldsson: "[http://dx.doi.org/10.1002/cem.1180020306 PLS Regression Methods]", ''Journal of Chemometrics'', '''2''', 211-228, 1988.
* James V. Kresta, John F. MacGregor, Thomas E. Marlin: "[http://dx.doi.org/10.1002/cjce.5450690105 Multivariate Statistical Monitoring of Process Operating Performance]", ''Canadian Journal of Chemical Engineering'', '''69''', 35-47, 1991.
* Olav M. Kvalheim: "[http://dx.doi.org/10.1016/0169-7439(87)80021-7 Latent-Structure Decompositions (Projections) of Multivariate Data]", ''Chemometrics and Intelligent Laboratory Systems'', '''2''', 283-290, 1987.
* Olav M. Kvalheim, Terje V. Karstang: "[http://dx.doi.org/10.1016/0169-7439(89)80110-8 Interpretation of Latent-Variable Regression Models]", ''Chemometrics and Intelligent Laboratory Systems'', '''7''', 39-51, 1989.
* Svante Wold: "[http://www.jstor.org/stable/1267639 Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models]", ''Technometrics'', '''20'''(4), 397-405, 1978.
* 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.
* Svante Wold, Michael Sjöström, Lennart Eriksson: "[http://dx.doi.org/10.1016/S0169-7439(01)00155-1 PLS-regression: a basic tool of chemometrics]", ''Chemometrics and Intelligent Laboratory Systems'', '''58''', 109-130, 2001.
* John MacGregor, Honglu Yu, Salvador García-Muñoz, Jesus Flores-Cerrillo: "[http://dx.doi.org/10.1016/j.compchemeng.2005.02.007 Data-based latent variable methods for process analysis, monitoring and control]". ''Computers and Chemical Engineering'', '''29''', 1217-1223, 2005.
* John MacGregor and Theodora Kourti: "[http://dx.doi.org/10.1016/0967-0661(95)00014-L Statistical process control of multivariate processes]", ''Control Engineering Practice'', '''3''', 403-414, 1995.


== Journal publications ==
* James V. Kresta, Thomas E. Marlin, and John F. MacGregor: "[http://dx.doi.org/10.1016/0098-1354(93)E0006-U Development of inferential process models using PLS]". ''Computers and Chemical Engineering'', '''18''', 597-611, 1994.
 
* Ivan Miletic, Shannon Quinn, Michael Dudzic, Vit Vaculik and Marc Champagne: "[http://dx.doi.org/10.1016/j.jprocont.2004.02.001 An industrial perspective on implementing on-line applications of multivariate statistics]", ''Journal of Process Control'',  '''14''', 821-836, 2004.


* K.R. Beebe, B.R. Kowalski, 1987, "An Introduction to Multivariate Calibration and Analysis, ''Analytical Chemistry'', 59(17), l007a-1017a
* Svante Wold, Nouna Kettaneh-Wold, John F. MacGregor, Kevin G. Dunn: "[http://dx.doi.org/10.1016/B978-044452701-1.00108-3 Batch process modeling and MSPC]". ''Comprehensive Chemometrics'', '''2''', 163-197, 2009. [http://stats4.eng.mcmaster.ca/papers/CHMO-Offprint_00108.pdf McMaster campus link].  
* 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.
* S. Wold, K. Esbensen, P. Geladi, 1987, "Principal Component Analysis", ''Chemometrics and Intelligent Laboratory Systems'', 2, p.37-52.
* S. Wold, P. Geladi, K. Esbensen, J. Ohman, 1987, "Multi-Way Principal Components- and PLS-Analysis", ''Journal of Chemometrics'', 1, p.41-56.


* Manish Bharati, and John F. MacGregor: "[http://dx.doi.org/10.1021/ie980334l Multivariate image analysis for real time process monitoring and control]", ''Industrial and Engineering Chemistry Research'', '''37''', 4715-4724, 1998.


== Conference proceedings ==
== 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
* S. Wold, S. Hellberg, T. Lundstedt, M. Sjostrom,1987, "[http://stats4.eng.mcmaster.ca/papers/Wold_-_PLS_modeling_with_latent_variables_in_two_or_more_dimensions.pdf PLS Modeling with Latent Variables in Two or More Dimensions]", paper for the Frankfurt PLS-meeting, September 1987,
 
== Theses ==
 
* Many interesting theses with applications of multivariate methods from http://www.models.kvl.dk/theses

Latest revision as of 13:29, 29 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
Ericsson, Johansson, Kettaneth-Wold, Trygg, Wikström, Wold Multivariate and Megavariate Data Analysis (Parts I and II) 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

Conference proceedings

Theses