Independent Component Analysis (ICA)

ICA Projects at CNL

• ICA for Optical Recording Data
• ICA Algorithms
• Applications of ICA to electrophysiological data
• ICA applied to functional Magnetic Resonance Imaging (fMRI) data analysis
• Face recognition using ICA
• Lip-reading using ICA
• Alertness Monitoring

Introductions to ICA

• Independent Component Analysis for Dummies by Arnaud Delorme
• Independent Component Analysis: A Tutorial by Aapo Hyvärinen and Erkki Oja

CNL Papers on ICA and related topics

Books on ICA

• Independent Component Analysis: A Tutorial Introduction by James V. Stone (2004) [Amazon]
• Independent Component Analysis by Aapo Hyvärinen, Juha Karhunen and Erkki Oja (2001) [Amazon]
• Independent Component Analysis: Theory and Applications by Te-Won Lee (1998) [Amazon]
  • Preface to ICA by Terry Sejnowski
  • Introduction to ICA by Te-Won Lee