SUBJECT
Title
Chemometrics
Type of instruction
lecture
Level
master
Faculty
Part of degree program
Credits
2
Recommended in
Semesters 2-4
Typically offered in
Autumn/Spring semester
Course description
Introduction intosinglevariate and multivariatestatisticalanalysis of chemicaldata. Singlevariatestatistics, distributions, statisticalparameters, definitionsinanalyticalchemistry, tests. Multivariatedatastructures, datavectors. Clustering and classification. principalcomponentanalysis. Modelling. OLS regression. Biasedregression. Partialleastsquares. Robust regression. Nonlinearregression. Analysis of variance and covariances. design of experiment.
Readings
Compulsory: Syllabus of thelecturer
- W. W. Piegorsch and A. J. Bailer, Analyzing environmental data, Wiley, Chichester, 2005
- S. Dowdy and S. Wearden, Statistics for research, Wiley, Chichester, 1983
- I.F. Frank and R. Todeschini, The data analysis handbook, Elsevier, Amsterdam, 1994.