chemometric tutorials and courses in the internet -a review
TRANSCRIPT
Main areas of rewiev
• Contents– which fields of chemometrics are
covered– how thorougly the areas are covered– practical examples
• Usability• Visual appearance
VICIM
• Virtual Institute of Chemometrics and Industrial Metrology– http://www.vicim.com/– Terminology, e-learning (require
registration)– Tutorials on chemometrics and qualimetrics
• PCR theory, comparative study on methods (PCR, MLR, PLS etc.) in .pdf – format
– Multivariate Calibration and General Chemometrics toolbox available
VICIM
• Available e-material quite limited in multivariate methods
• Wide selection of tutorials as links to articles
• Pdf-file of 74 page could be considered too long (especially for on-line usage)
The University of Akron
• http://ull.chemistry.uakron.edu/chemometrics/index.html
• Basic statistics, DoE, regression methods, non-linear univariate regression, multivariate methods (PCA, MLR, PCR, PLS)
• Classification (SIMCA, K-nearest neighbors)
• Neural networks
The University of Akron
• A lot of different tutorials based on the lecture presentations.
• Slideshows advance in a clear manner.
• Slideshows could have links to more spesific areas for skipping, e.g., unwanted examples.
Missouri State University
• http://www.psychstat.missouristate.edu/introbook/sbk00.htm
• ”Introductory statistics: concepts, models and applications” -David W. Stockburger
• Basic statistic concepts • Well indexed titles• Theoretically light
Missouri State University
• http://www.psychstat.missouristate.edu/MultiBook/mlt00.htm
• Large book by David W. Stockburger • Book well indexed by table of contents• Theoretically light• Animated illustrations helpful for
students with a spesific assignment • 2nd edition offers questions for
students
Vrije Universiteit Brussel
• http://www.vub.ac.be/fabi/tutorials.html
• Experimental design, uncertainty• Multivariate methods, especially PCR• Neural networks• Format .pdf / navigation with frames• Some overlapping with VICIM• Toolbox available
Russian Chemometrics Society
• http://chemometrics.ru• Wide range of chemometric topics
from basic level to advanced.• Topics clearly indexed in html’s• Large collection of presentations• Great source for multivariate
material in russian language
Homepage of Chemometrics (.se)
• http://www.chemometrics.se• http://www.acc.umu.se/~tnkjtg/
chemometrics/tutorials.html• Wide range of topics in tutorials -
available in pdf.• Tutorials theoretical rather than
”hands-on” practical– Also links to other sources
NIST (National Institute of Standards and Technology)
• http://www.itl.nist.gov/div898/handbook
• ” e-Handbook of Statistical Methods ”
• Basic statistic principles covered well
• Large area to cover, multivariate methods less covered
University of Copenhagen
• http://www.models.life.ku.dk/teaching/• Introduction to
– PARAFAC, N-PLS and Tucker models in chemometrics
– Multi-block models– PCA, PLS
• Clearly outlined multi-way tutorial with Matlab commands
• Other tutorials as .pdf’s• Toolbox available
The University of Silesia, Poland
• Department of Chemometrics• Links to tutorials in Chemolab• http://www.chemometria.us.edu.pl/
index.php?goto=tutorials
Ålborg Universitet, Esbjerg
• http://www.acabs.dk/index.asp#• chemometrics
– basic– advanced (neural networks)– lecture notes– exercises
• Intended to users who also listen the lectures