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Data Mining and Visualization (Spring 2011)

Course code : XDAT-U1
ECTS Credits : 5 Status : Optional
Placement : 6. semester Hours per week : 4
Length : 1 semester Teaching Language :

Principal Content : Data mining for exploratory analysis (PCA), classification (PLS-DA and SIMCA) and multivariate calibration (PLS) which are thoroughly described and applied. Methods for outlier detection, data pre-processing, and model validation are central parts of the course. Computer exercises and the projects will be performed applying user-friendly software. A thorough introduction to the software will be given.
Teaching method : Lectures (33%), group exercises (33%), and group reports (34%).
Required prequisites : None.
Responsible teacher : Knud Holm Hansen , Knud.Holm.Hansen@fysik.dtu.dk