A spectral-ensemble deep random vector functional link network for passive brain–computer interface

• Main Authors: Li, Ruilin, Gao, Ruobin, Suganthan, Ponnuthurai Nagaratnam, Cui, Jian, Sourina, Olga, Wang, Lipo
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Ensemble deep random vector functional link; Electroencephalogram
• Online Access: https://hdl.handle.net/10356/174550
• Institution: Nanyang Technological University

Randomized neural networks (RNNs) have shown outstanding performance in many different fields. The superiority of having fewer training parameters and closed-form solutions makes them popular in small datasets analysis. However, automatically decoding raw electroencephalogram (EEG) data using RNNs i...