Processed Bi2015a dataset

Bi2015a The dataset were collected from 50 subjects (36 males and 14 females, mean age of 23.7 years). The study was approved by the Ethical Committee of the University of Grenoble Alpes. Among 50 pairs of participants, 9 have been rejected from the study. The appearance of P300 component in this task depends on the cognitive control of the subject/brain. The data acquisition method is the recorded data under the stroboscope time of the visual task set at 50ms, 80ms and 110ms, that is, the feedback/reward mechanism is used to gradually optimize the control ability of subjects and enables it to actively generate P300. In other words, the occurrence time of P300 is a random and gradual process, i.e., the time variability is large. If our generative model can actively learn such dynamic characteristics and simulate the active control of the brain, more accurate EEG signals can be generated.