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Novel machine learning-driven comparative analysis of CSP, STFT, and CSP-STFT fusion for EEG data classification across multiple meditation and non-meditation sessions in BCI pipeline

Crossref DOI link: https://doi.org/10.1186/s40708-025-00251-4

Published Online: 2025-02-08

Published Print: 2025-12

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Liyanagedera, Nalinda D.

Bareham, Corinne A.

Kempton, Heather

Guesgen, Hans W.
Funding

Funding for this research was provided by:

Neurological Foundation of New Zealand (1839RF)

Royal Society of New Zealand Marsden Fast-Start (MAU2011)
License Information

Text and Data Mining valid from 2025-02-08

Version of Record valid from 2025-02-08
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Article History

Received: 28 July 2024

Accepted: 24 January 2025

First Online: 8 February 2025

Declarations

:

: This work is based on secondary datasets available online. Hence ethical approval was not necessary.

: The authors declare no competing interests.

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