Incremental Slow Feature Analysis Code

• MATLAB: [~140 MB; with .jpgs][~30 MB; images in .mat].
• Python: at Varun's webpage....

References:

• Varun Raj Kompella, Matthew Luciw, and Juergen Schmidhuber (2012). Incremental Slow Feature Analysis: Adaptive Low-Complexity Slow Feature Updating from High-Dimensional Input Streams. Neural Computation.


• Varun Raj Kompella, Matthew Luciw, and Juergen Schmidhuber (2011). Incremental Slow Feature Analysis. In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI, Barcelona).


• Matthew Luciw and Juergen Schmidhuber (2012). Low Complexity Proto-Value Function Learning from Sensory Observations with Incremental Slow Feature Analysis. In Proceedings of the International Conference on Artificial Neural Networks (ICANN, Lausanne).


• Matthew Luciw, Varun Raj Kompella, and Juergen Schmidhuber (2012). Hierarchical Incremental Slow Feature Analysis. Workshop on Deep Hierarchies in Vision (DHV, Vienna). -[Poster]-


• Varun Raj Kompella, Matthew Luciw, Marijn Stollenga, Leo Pape, and Juergen Schmidhuber (2012). Autonomous Learning of Abstractions using Curiosity-Driven Modular Incremental Slow Feature Analysis (Curious Dr. MISFA). In Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB, San Diego).



Contact --- matthew@idsia.ch, varun@idsia.ch.