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at significantly enhance accuracy in a binary classification task when compared to conventional preprocessing-on average +7.4% across subjects and feature types. We propose to adapt this well-established approach from neuroscience to the domain of single-trial analysis and preprocessing wherever the classification of evoked brain activity is of concern, for instance in BCI. Copyright © 2020 von Lühmann, Ortega-Martinez, Boas and Yücel.Introduction In recent years, the study of the benefits that physical exercise has on brain health h