awesome-ICA

A list of resources related to Independent Component Analysis

Licence and Contributing

awesome-ICA is released under Public Domain. Feel free to complete and/or correct any of these lists. Pull requests are very welcome!

Algorithms

Algebraic Methods

• JADE
• COM2
• STOTD
• COM1

Mutual Information

• Kernel ICA

Entropy

• FastICA
  • complex-FastICA
  • nc-FastICA
  • Picard-O: Faster ICA under orthogonal constraint
• RADICAL
• InfoMax ICA
• Entropy-Bound Methods
  • ICA-EBM
  • ICA-ERBM
  • ICA-ERM

ML-Estimation

• KDICA: Kernel Density ICA
• EMICA

Cumulants

• JADE: Joint Approximate Diagonalization of Eigen-matrices
• FOBI: Fourth Order Blind Identification

Others

• Reconstruction ICA
• Orthonormal ICA

For communications signals

• T-CMN
• A-CMN
• C-QAM

Adaptive

• ORICA: Online recursive independent component analysis for real-time source separation of high-density EEG -EASI: equivariant adaptive separation by independence

Advanced Algorithms

• TS-FPICA: two-stage fixed-point ICA

Comparative Studies

• High-Order Contrasts forIndependent Component Analysis

Code

• ORICA
• sklearn FastICA
• Machine Learning for Signal Processing Lab
• complex ICA

Talks

• Independent Component Analysis: From Theory to Practice and Back

Books

• Blind Source Separation: Theory and Applications

Tutorials

• A Tutorial on Independent Component Analysis
• UFLDL Tutorials
• Blind Source Separation: statistical principles

Theses

• New Approach to Complex Valued ICA: From FOBI to AMUSE

Famous People

• Piere Comon
• Jean-François Cardoso