Motor imagery EEG classification via wavelet-packet synthetic augmentation and entropy-based channel selection
Integrating WPD-based augmentation with WPEE-driven channel selection yields higher MI decoding accuracy with fewer channels and without extra recordings. The framework offers a computationally efficient, clinically viable paradigm for enhanced EEG classification in resource-constrained settings.
Authors
- Z. Qian (ORCID: https://orcid.org/0009-0000-3743-1363)
- Tong Zhao (ORCID: https://orcid.org/0000-0002-9517-3240)
- Minmin Zheng
Institutions
- Putian University (CN)
Publication Details
- Journal
- Frontiers in Neuroscience
- Published
- 2025-11-10
- DOI
- https://doi.org/10.3389/fnins.2025.1689647
- Primary Topic
- EEG and Brain-Computer Interfaces
- Type
- article
- Field-Weighted Citation Impact
- 0.00