Title :
Sleep staging based on the analysis of heart rate variability with hidden Markov models
Author :
Zhi, Zhuang ; Shangkai, Gao ; Xiaorong, Gao
Abstract :
Summary form only given. The relationship between sleep stages and heart rate variability (HRV) is investigated. A novel method to deduce the sleep stages by the analysis of HRV with hidden Markov models (HMM) is presented. Our method provides a simple means to evaluate the sleep situation, which is useful in many applications.
Keywords :
cardiology; hidden Markov models; physiological models; sleep; HMM; heart rate variability; hidden Markov models; sleep staging; Heart rate; Heart rate variability; Hidden Markov models;
Conference_Titel :
Engineering in Medicine and Biology, 2002. 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society EMBS/BMES Conference, 2002. Proceedings of the Second Joint
Print_ISBN :
0-7803-7612-9
DOI :
10.1109/IEMBS.2002.1106567