TSBB06 Multidimensional Signal Analysis

Teaching Plan HT2 (under reconstruction!)

Lecture Lesson Computer Exercise Content Related Material
2A Signals, least-squares problems, subspaces, dual bases Compendium Part 1 and Part 2.
2B Normalised convolution Processing Incomplete and Uncertain Data using Subspace Methods, Westin & Knutsson, ICPR, 1994 (accessible from LiU IP-addresses).
4 Scalar products, dual bases, subspaces Problems on exercise sheet 4 (answers).

You may also consider old exam problems, e.g.
2C Filtering techniques, scale spaces Video: ScaleSpace-1-Intro and ScaleSpace-3-DiffusionEquation.
C Normalised convolution
2D Principal component analysis
D Image blending A Multiresolution Spline with Application to Image Mosaics, Burt & Adelson, 1983 (accessible from LiU IP-addresses.)
2E Over-determined representations, frames and the continuous wavelet transform (CWT) Video: Frames-1-Intro.
5 Principal component analysis, frames Problems on exercise sheet 5 (answers).

You may also consider old exam problems, e.g.
2G Filter banks, discrete wavelet transform (DWT), multi-resolution analysis Video: FilterBanks-1-Intro.
E Principal component analysis
6 Filter banks, discrete wavelet transform (DWT), continuous wavelet transform (CWT) Sections 21–22 and Section 20 in the exercises (answers — severely lacking, unfortunately).
F Oversampling & discrete wavelet transform