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CPAP; machine learning; time series; gaussian mixture; clustering; motif1. Introduction Obstructive Sleep Apnea (OSA) is a disorder that appears due to obstructions of the upper airway while the patient is sleeping; the obstruction occurs as the dilator muscles and soft tissues of the pharyngeal...