INF9540 –
Advanced Topics in Linear Algebra
Introductory lessons:
Core Course material:
Linear Regression
Models, Hege Leite Størvold
Introduction to
ICA, Hans Jørgen Bang
Survey on
ICA, Johan Fredrik Synnevåg
The Early History
of the SVD, Carl Inge
Perturbation
Theory for the SVD, Øystein Gjerstad
Orthogonal
Procrustes Rotations, Arne Gjuvsland
Generalizing the
SVD, Carl Inge
Compulsory Assignments (web presentations) by
the Students
”Vurdering av kvaliteten på mikroarraydata”, Øystein Gjerstad
”Bruk av ICA og PCA på blandinger av
DNA-spektre”, Monika Zimonja og Siren
Røst Veflingstad
”Inverse fyllebriller”, av Jan Egil Kirkebø
”Variable Selection on Microarray data
using multivariate selection methods”, Hege
Leite Størvold
“Blind source separation for
convolutive mixtures using spatially resampled observations”, Johan Fredrik Synnevåg
“PLS
applied to model parameters of non-linear dynamic systems and estimated genetic
values”, Arne Gjuvsland
Workshop Notes & MATLAB code
Multivariate
Variable Selection, Ulf Indahl
Educational Software
(download
zip-file of MATLAB code here)
Interactive
Generalized Procrustes Analysis (GPA)
Graphical
Interpretation of Independent Component Analysis (
Visualization of Algebraic Power Method
Other stuff