EEG model predictions on the same brain signals flip for up to 42% of trials under different preprocessing choices, with new tools introduced to measure and mitigate the resulting instability.
Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the EEG.IEEE Transactions on Biomedical Engineering, 47(9):1185–1194
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Same Brain, Different Prediction: How Preprocessing Choices Undermine EEG Decoding Reliability
EEG model predictions on the same brain signals flip for up to 42% of trials under different preprocessing choices, with new tools introduced to measure and mitigate the resulting instability.