Weighted Filter Bank and Regularization Common Spatial Pattern-Based Decoding Algorithm for Brain-Computer Interfaces

In the field of brain–computer interfaces (BCI), the decoding of motor imagery EEG signals is significantly hindered by individual differences in EEG signals, which limits the generalization ability of decoding models. To address this challenge, this study proposes a mutual information weighted filt...

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Bibliographic Details
Published in:	Applied sciences Vol. 15; no. 9; p. 5159
Main Authors:	Ye, Jincai, Zhu, Jiajie, Huang, Shoulin
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.05.2025
Subjects:	Accuracy Adaptation Algorithms Brain research brain-computer interface Classification common spatial pattern Datasets Deep learning Electroencephalography Learning strategies motor imagery mutual information regularization Rehabilitation Signal processing Support vector machines transfer-learning Taiwan
ISSN:	2076-3417, 2076-3417
Online Access:	Get full text
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