chemometric tutorials and courses in the internet -a review

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Chemometric tutorials and courses in the Internet -a review

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Chemometric tutorials and courses in the

Internet-a review

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)

VICIM appearance

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.

Akron appearance

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 appearance

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

Missouri appearance II

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

Vrije appearance

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

Appearance

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

Appearance

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

Engineering Statistics appearance

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

Copenhagen appearance

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

Ålborg Universitet

Companies

• Camo– Self-learning packages

• Multivariate Data Analysis in Practice• Multivariate Datenanalyse• http://www.camo.com/training/self-learning-

package.html

• Umetrics– SIMCA tutorial in .pdf

• http://www.umetrics.com/default.asp/pagename/downloads_userguide/c/3