166 citations · 366 across the 4 of their papers we have counts for
4 papers
Deep Learning in EEG: Advance of the Last Ten-Year Critical Period
Shu Gong, Kaibo Xing, Andrzej Cichocki +1
Deep learning has achieved excellent performance in a wide range of domains, especially in speech recognition and computer vision. Relatively less work has been done for EEG, but t…
Multi-Kernel Capsule Network for Schizophrenia Identification
Tian Wang, Anastasios Bezerianos, Andrzej Cichocki +1
Objective: Schizophrenia seriously affects the quality of life. To date, both simple (linear discriminant analysis) and complex (deep neural network) machine learning methods have…
Feature Learning from Incomplete EEG with Denoising Autoencoder
Junhua Li, Zbigniew Struzik, Liqing Zhang +1
An alternative pathway for the human brain to communicate with the outside world is by means of a brain computer interface (BCI). A BCI can decode electroencephalogram (EEG) signal…
Canonical Polyadic Decomposition with Auxiliary Information for Brain Computer Interface
Junhua Li, Chao Li, Andrzej Cichocki
Physiological signals are often organized in the form of multiple dimensions (e.g., channel, time, task, and 3D voxel), so it is better to preserve original organization structure…