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Decoding Mandarin Action Verbs from EEG Using a Dual-LSTM Network: Towards Practical Assistive Brain-Computer Interfaces.

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Title: Decoding Mandarin Action Verbs from EEG Using a Dual-LSTM Network: Towards Practical Assistive Brain-Computer Interfaces.
Authors: Liu B; International College of Engineering, Changsha University of Science and Technology, Changsha 410114, China., Chen G; College of Mechanical and Vehicle Engineering, Changsha University of Science and Technology, Changsha 410114, China., Yin L; College of Mechanical and Vehicle Engineering, Changsha University of Science and Technology, Changsha 410114, China., Liu J; International College of Engineering, Changsha University of Science and Technology, Changsha 410114, China.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Apr 29; Vol. 26 (9). Date of Electronic Publication: 2026 Apr 29.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Liu+B%22">Liu B</searchLink>; International College of Engineering, Changsha University of Science and Technology, Changsha 410114, China.<br /><searchLink fieldCode="AU" term="%22Chen+G%22">Chen G</searchLink>; College of Mechanical and Vehicle Engineering, Changsha University of Science and Technology, Changsha 410114, China.<br /><searchLink fieldCode="AU" term="%22Yin+L%22">Yin L</searchLink>; College of Mechanical and Vehicle Engineering, Changsha University of Science and Technology, Changsha 410114, China.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; International College of Engineering, Changsha University of Science and Technology, Changsha 410114, China.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Apr 29; Vol. 26 (9). <i>Date of Electronic Publication: </i>2026 Apr 29.
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