Automated identification of sleep states from EEG signals by means of ensemble empirical mode decomposition and random under sampling boosting

Conclusion: Statistical moment based features in the EEMD domain distinguish the sleep states successfully and efficaciously. The automated sleep scoring scheme propounded herein can eradicate the onus of the clinicians, contribute to the device implementation of a sleep monitoring system, and benefit sleep research.