LPhD090 Multi-way analysis (generic course)

Detaljer
Ansvarligt institutInstitut for Fødevarevidenskab

ForskeruddannelsesprogramFOOD Denmark
 
KursusdatoerSeptember
 
Kursus resuméThe 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).
 
Kursus hjemmesidehttp://www.kursusinfo.life.ku.dk/Kurser/PhD-multiw...
 
KursustilmeldingJeanette Venla Hansen (jvh@life.ku.dk)
 
Deadline for tilmeldingNone
 
Pointværdi8 (ECTS)
 
KursustypePh.d.-kursus
 
UndervisningssprogEngelsk
 
Begrænset deltagerantal20
 
Kursusindhold
Introduction to MATLAB
Introduction to two-way chemometrics in MATLAB
PARAFAC modeling
N-PLS modeling
Tucker3 modeling
Preprocessing of multi-way arrays
Advanced aspects

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.
 
Undervisningsform
Onsite version: Precourse assignment 20h 2 weeks lectures 100 h Preparation for lectures 20h Preparation of report + exam. 60 h Foreign students' version: Precourse assignment 20h 1 week lectures 35 h Preparation for lectures 15h Preparation of report 130 h
 
Målbeskrivelse
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.
 
Kursusansvarlig
Rasmus Bro, rb@life.ku.dk, Institut for Fødevarevidenskab/Fødevarekvalitet og - Teknologi, Tlf: 353-33296
 
Deltagerbetaling
None
 
Kursus omkostninger
None
 
Evalueringsform
Written report and oral exam
 
Kursusbeskrivelsesomfang
forelæsninger40
teoretiske øvelser30
praktiske øvelser30
forberedelse30
eksamen4
kollokvier0
ekskursioner0
projektarbejde60
vejledning30

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Andre bemærkninger
The course will be available in two versions. One where the practial work is done onsite (3 weeks total) and finalized with a report and exam. And another version where (mainly foreign) students come for the first week of theory and then at home prepare a report for later approval. These students will have 4 weeks for preparing the report.