Feature Selection Algorithm based on Random Forest applied to Sleep Apnea Detection
暂无分享,去创建一个
Dries Testelmans | Bertien Buyse | Margot Deviaene | Sabine Van Huffel | Carolina Varon | Pascal Borzée | S. Huffel | B. Buyse | D. Testelmans | C. Varon | Margot Deviaene | Pascal Borzée
[1] J. Floras,et al. Obstructive sleep apnoea and its cardiovascular consequences , 2009, The Lancet.
[2] Arie Ben-David,et al. Comparison of classification accuracy using Cohen's Weighted Kappa , 2008, Expert Syst. Appl..
[3] S. Quan,et al. Rules for scoring respiratory events in sleep: update of the 2007 AASM Manual for the Scoring of Sleep and Associated Events. Deliberations of the Sleep Apnea Definitions Task Force of the American Academy of Sleep Medicine. , 2012, Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine.
[4] Isabelle Guyon,et al. An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..
[5] Sabine Van Huffel,et al. Sleep Apnea Detection Using Pulse Photoplethysmography , 2018, 2018 Computing in Cardiology Conference (CinC).
[6] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[7] Fuhui Long,et al. Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy , 2003, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[8] Sabine Van Huffel,et al. Automatic Screening of Sleep Apnea Patients Based on the SpO2 Signal , 2019, IEEE Journal of Biomedical and Health Informatics.
[9] Achim Zeileis,et al. Conditional variable importance for random forests , 2008, BMC Bioinformatics.
[10] J. Samet,et al. The Sleep Heart Health Study: design, rationale, and methods. , 1997, Sleep.
[11] Jesús Lázaro,et al. Pulse Rate Variability Analysis for Discrimination of Sleep-Apnea-Related Decreases in the Amplitude Fluctuations of Pulse Photoplethysmographic Signal in Children , 2014, IEEE Journal of Biomedical and Health Informatics.
[12] Bonnie K. Lind,et al. Methods for obtaining and analyzing unattended polysomnography data for a multicenter study. Sleep Heart Health Research Group. , 1998, Sleep.