Classification of the Excitation Location of Snore Sounds in the Upper Airway by Acoustic Multifeature Analysis - Qian, Kun; Janott, Christoph; Pandit, Vedhas; Zhang, Zixing; Heiser, Clemens; Hohenhorst, Winfried; Herzog, Michael; Hemmert, Werner; Schuller, Bjorn (IEEE transactions on biomedical engineering, 2017)
Keywords: Acoustics; Adult; Aged; Algorithms; Apnea; Auscultation - methods; Cardiovascular diseases; Classification; Classifiers; Diagnosis, Computer-Assisted - methods; Drug-induced sleep endoscopy (DISE); Ear; Electronic mail; Empirical analysis; Endoscopy; Energy; Energy consumption; Excitation; Feature extraction; Heart diseases; Humans; Machine Learning; Male; Middle Aged; multifeature analysis; Nose; obstructive sleep apnea (OSA); Patients; Pattern Recognition, Automated - methods; Pharynx; Reproducibility of Results; Resonant frequencies; Respiratory System - physiopathology; Respiratory tract; Risk factors; Sensitivity and Specificity; Sleep; Sleep apnea; Sleep Apnea, Obstructive - diagnostic imaging; Sleep Apnea, Obstructive - physiopathology; Sleep disorders; snore sound classification; Snoring - diagnosis; Snoring - physiopathology; Sound generation; Sound Spectrography - methods; Surgery; Vibrations; Wavelet transforms