Andrzej Cichocki

Robust neural networks with on-line learning for blind identification and blind separation of sources

Two unsupervised, self-normalizing, adaptive learning algorithms are developed for robust blind identification and/or blind separation of independent source signals from a linea...

Adaptive Blind Signal and Image Processing

Self-whitening algorithms for adaptive equalization and deconvolution

In equalization and deconvolution tasks, the correlated nature of the input signal slows the convergence speeds of stochastic gradient adaptive filters. Prewhitening techniques ...

A review of classification algorithms for EEG-based brain–computer interfaces: a 10 year update

This paper provides a comprehensive overview of the modern classification algorithms used in EEG-based BCIs, presents the principles of these methods and guidelines on when and ...