In this PhD thesis, which allies cognitive sciences and statistics, we are interested in jointly modeling and analyzing eye-movement and electroencephalogram (EEG) data which have been acquired on a set of subjects for a press review reading task. Therefore, we could be able to characterize different states or reading strategies given eye-movement data in order to highlight different EEG patterns given this state.