Dual branch neural network with dynamic learning mechanism for P300-based brain-computer interfaces

• Published in: Neural networks Vol. 192; p. 107876
• Main Authors: Li, Shurui, Xu, Ren, Wang, Xingyu, Cichocki, Andrzej, Jin, Jing
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.12.2025
• Subjects: Brain-computer interface; Class imbalance; Dual branch learning; Dynamic learning mechanism; P300 signal; Brain-computer interface; Class imbalance; Dynamic learning mechanism; P300 signal; Dual branch learning

Brain-computer interface (BCI) system offers an alternative or supplementary means of interaction for individuals with disabilities. P300 speller is a commonly utilized BCI system due to its high stability, and reliability and without intensive user training. Nevertheless, the inherent class imbalan...