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Brain Informatics

ISSN 2198-4018

2 papers in the library · 8 citations · publishing 2023-2025

Papers

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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

Brain Informatics February 8, 2025 Nalinda D. Liyanagedera, Corinne A. Bareham, Heather Kempton et al. 4 citations

This study focuses on classifying multiple sessions of loving kindness meditation (LKM) and non-meditation electroencephalography (EEG) data. This novel study focuses on using multiple sessions of EEG data from a single individual to train a machine learning pipeline, and then using a new session data from the same individual for the classification. Here, two meditation techniques, LKM-Self and...

Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions

Brain Informatics September 9, 2023 Nalinda D. Liyanagedera, Ali Abdul Hussain, Amardeep Singh et al. 4 citations

While a very few studies have been conducted on classifying loving kindness meditation (LKM) and non-meditation electroencephalography (EEG) data for a single session, there are no such studies conducted for multiple session EEG data. Thus, this study aims at classifying existing raw EEG meditation data on single and multiple sessions to come up with meaningful inferences which will be highly...