Comprehensive benchmarking and explainable machine learning analysis of EEG imagery activity recognition.

Siam MJN, Showrov TA, Hossain MS, Ayaan NS, Bari SMS, Tariq F, Mahmud AA

Open source

DOI: 10.1038/s41598-026-50997-y
Published: 2026 May 16
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-50997-y,
  title = {Comprehensive benchmarking and explainable machine learning analysis of EEG imagery activity recognition.},
  author = {Siam MJN and Showrov TA and Hossain MS and Ayaan NS and Bari SMS and Tariq F and Mahmud AA},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-50997-y},
  url = {https://doi.org/10.1038/s41598-026-50997-y}
}

RIS

TY  - JOUR
TI  - Comprehensive benchmarking and explainable machine learning analysis of EEG imagery activity recognition.
AU  - Siam MJN
AU  - Showrov TA
AU  - Hossain MS
AU  - Ayaan NS
AU  - Bari SMS
AU  - Tariq F
AU  - Mahmud AA
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-50997-y
UR  - https://doi.org/10.1038/s41598-026-50997-y
ER  -

APA

MJN, S., TA, S., MS, H., NS, A., SMS, B., F, T., & AA, M. (2026). Comprehensive benchmarking and explainable machine learning analysis of EEG imagery activity recognition.. Scientific reports. https://doi.org/10.1038/s41598-026-50997-y

Source records

pubmed · retrieved 2026-09-25T18:54:53.026Z
europe-pmc · retrieved 2026-09-25T18:54:53.019Z
doaj · retrieved 2026-09-25T18:54:53.023Z