Taught by: Sam Norman-Haignere, MIT (January 21, 2016)
Video: Dimensionality Reduction II (29:54)
Description: Dimensionality reduction using the method of independent components analysis, and its application to the analysis of fMRI data.
Slides: Dimensionality Reduction II (PDF)
Additional Resources:
- Exercises
- Hyvarinen, A. & Oja, E. (2000) “Independent Component Analysis: Algorithms and Applications.” Neural Networks 13(4–5): 411–430.
- Bell, A. J. & Sejnowski, T. J. (1995) “An Information-Maximization Approach to Blind Separation and Blind Deconvolution.” Neural Computation 7: 1129–1159.