Cross-subject workload classification with a hierarchical Bayes model

► In this study we create a cross-subject EEG-based workload classifier. ► Subject-dependent Bayesian classifiers can perform as well as Neural Networks. ► Our cross-subject classifier performed as well as subject-dependent classifiers.