• Two-dimensional CNN-based distinction of human emotions from EEG channels selected by Multi-Objective evolutionary algorithm 

      Moctezuma, Luis Alfredo; Abe, Takashi; Molinas Cabrera, Maria Marta (Journal article; Tidsskriftartikkel; Peer reviewed, 2022)
      In this study we explore how different levels of emotional intensity (Arousal) and pleasantness (Valence) are reflected in Electroencephalographic (EEG) signals. We performed the experiments on EEG data of 32 subjects from the DEAP public dataset, where the subjects were stimulated using 60-second videos to elicitate different levels of Arousal/Valence and then self-reported the rating from 1-9 ...