Automatic EEG channel selection for multiclass brain-computer interface classification using multiobjective improved firefly algorithm

• Published in: Multimedia tools and applications Vol. 82; no. 4; pp. 5405 - 5433
• Main Authors: Tiwari, Anurag, Chaturvedi, Amrita
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.02.2023; Springer Nature B.V
• Subjects: 1178: Pattern Recognition for Adaptive User Interfaces; Algorithms; Channels; Communication; Competition; Computer Communication Networks; Computer Science; Data Structures and Information Theory; Datasets; Dimensional analysis; Electroencephalography; Feature extraction; Heuristic methods; Human-computer interface; Image classification; Liapunov exponents; Multimedia Information Systems; Signal processing; Special Purpose and Application-Based Systems; Support vector machines; Spectral entropy; Brain-computer Interface; Firefly algorithm; Lyapunov exponent; Regularized support vector machine; Regularized common spatial pattern with aggregation; Fisher information

Multichannel Electroencephalography-based Brain-Computer Interface (BCI) systems facilitate a communicating medium between the human brain and the outside world. BCI systems aim to translate human intentions into computer-based control commands by decoding the respective brain patterns. Moreover, El...