Experiments on Self-Supervised Learning on EEG data
This is a partial and independent replication of the "relative positioning" (RP) pretext task of:
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Self-supervised representation learning from electroencephalography signals Hubert Banville, Isabela Albuquerque, Aapo Hyvärinen, Graeme Moffat, Denis-Alexander Engemann, Alexandre Gramfort
This experiment uses the dataset from:
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Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the EEG. B Kemp, AH Zwinderman, B Tuk, HAC Kamphuisen, JJL Oberyé. IEEE-BME 47(9):1185-1194 (2000).
Some code (data loading in particular) is taken from the following mne-python tutorial: