Dual stream neural networks for brain signal classification

• Published in: Journal of neural engineering Vol. 18; no. 1; p. 16006
• Main Authors: Kuang, Dongyang, Michoski, Craig
• Format: Journal Article
• Language: English
• Published: England 01.02.2021
• Subjects: Algorithms; Brain; Brain-Computer Interfaces; Electroencephalography - methods; Neural Networks, Computer; brain–computer interface (BCI); deep learning; separable convolution; neural networks; dynamic functional connectivity matrix; classification; functional neuroimaging
• ISSN: 1741-2560; 1741-2552; 1741-2552
• DOI: 10.1088/1741-2552/abc903

Objective . The primary objective of this work is to develop a neural nework classifier for arbitrary collections of functional neuroimaging signals to be used in brain–computer interfaces (BCIs). Approach . We propose a dual stream neural network (DSNN) for the classification problem. The first str...