NSCPHD1090 Multi-way analysis (generic course)
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The course will focus on multi-way techniques such as
multilinear-PLS, PARAFAC, and TUCKER as well as a short review of
classical chemometric methods (PCR, PCR, PLS).
Introduction to MATLAB
Introduction to two-way chemometrics in MATLAB
Preprocessing of multi-way arrays
A written report will be prepared in groups of two students. We urge the participants to bring their own data from research/student projects and use them as a basis for the written report.
After completed course the students will be able to apply advanced chemometric methods on real world problems. The course will focus on multi-way techniques such as multilinear-PLS, PARAFAC, and TUCKER as well as a short review of classical chemometric methods (PCR, PCR, PLS). The methods treated will explicitly or implicitly cover the following application areas: classification, calibration, prediction, process optimization, spectral resolution, restrictions and interpretability of solutions.
- 8 ECTS
- Type of assessment
- Written assignmentOral defence
- Marking scale
- passed/not passed
- Theory exercises
- Practical exercises
- Project work