Classification of newborn EEG maturity with Bayesian averaging over decision trees

► We analysed the age-related patterns in newborn EEG. ► The use of posterior information about EEG features has improved the assessment. ► The accuracy of the proposed Bayesian assessments slightly outperformed the expert assessments.