Meritxell Tost, Alex González-Rodríguez, Raquel Aguayo, Aida Álvarez, Itziar Montalvo, Juan David Barbero, Rosa Gabernet, Eduard Izquierdo, Igor Merodio, José Antonio Monreal, Diego Palao, Javier Labad
Switching from risperidone to paliperidone palmitate in schizophrenia: Changes in social functioning and cognitive performance
Progress in neuro-psychopharmacology & biological psychiatry
machine learning ml widely used classification tasks aimed detecting various cognitive states neurological diseases using noninvasive electroencephalogram eeg time series however successfully detecting specific cognitive skills healthy population independent subject remains challenging study compared subjectindependent classification performance three different pipelines supervised riemann projections logistic regression handcrafted power spectral features light gradient boosting machine lightgbm 128channel eegs recorded 26 healthy volunteers solved arithmetic logical verbal tasks participants divided two groups based higher education occupation specialists mathematics humanities balanced accuracy education type significantly chance pipelines 084089 085088 086088 type task respectively three pipelines allowed us distinguish mathematical proficiency based learning experience different tradeoffs performance explainability results suggest ml approaches could also effective recognizing individual cognitive traits using eeg