A transition-constrained discrete hidden Markov model for automatic sleep staging

BioMedical Engineering Online

Volumn 11, Issue , 2012, Pages

  Pan, Shing Tai ^a   Kuo, Chih En ^b   Zeng, Jian Hong ^a   Liang, Sheng Fu ^b  

^a NATIONAL UNIVERSITY OF KAOHSIUNG   (Taiwan)

^b NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

Discrete Hidden Markov Model (DHMM); Electroencephalogram (EEG); Electromyogram (EMG); Electrooculogram (EOG); Sleep Staging

Indexed keywords

CROSS VALIDATION; DISCRETE HIDDEN MARKOV MODEL; DISCRETE HIDDEN MARKOV MODELS; ELECTRO-OCULOGRAM; ELECTROMYOGRAM; ELECTROOCULOGRAMS; EMG SIGNAL; LIFE SPAN; RECOGNITION RATES; REM SLEEP; SCORING METHODS; SLEEP RECORDINGS; SLEEP STAGING;

BIOELECTRIC PHENOMENA; ELECTROENCEPHALOGRAPHY; ELECTROMYOGRAPHY; HIDDEN MARKOV MODELS; HUMAN COMPUTER INTERACTION; SPECTRUM ANALYSIS;

SLEEP RESEARCH;

ADULT; ARTICLE; AUTOMATION; ELECTROENCEPHALOGRAPHY; ELECTROMYOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMAN; MALE; PROBABILITY; SIGNAL PROCESSING; SLEEP STAGE;

AUTOMATION; ELECTROENCEPHALOGRAPHY; ELECTROMYOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMANS; MALE; MARKOV CHAINS; SIGNAL PROCESSING, COMPUTER-ASSISTED; SLEEP STAGES; YOUNG ADULT;

EID: 84865072705     PISSN: None     EISSN: 1475925X     Source Type: Journal    
DOI: 10.1186/1475-925X-11-52     Document Type: Article

References (21)

1. Mahowald MW, Schenck CH. Insights from studying human sleep disorders. Nature 2005, 437:1279-1285. 10.1038/nature04287, 16251953.
2. Iber C, Ancoli-Israel S, Chesson AL, Quan SF. The AASM manual for the Scoring of Sleep and Associated Events 2007, American Academy of Sleep Medicine, .
3. Jansen GH, Dawant BM. Knowledge-based approach to sleep EEG analysis- a feasibility study. IEEE Trans Biomed Eng 1989, 36:510-518. 10.1109/10.24252, 2722204.
4. Schaltenbrand N, Lengelle R, Toussaint M, Luthringer R, Carelli G, Jacqmin A, Lainey E, Muzet A, Macher JP. Sleep stage scoring using the neural network model: Comparison between visual and automatic analysis in normal subjects and patients. Sleep 1996, 19:26-35.
5. Flexer A, Dorffner G, Sykacek P, Rezek I. An Automatic, Continuous and Probabilistic Sleep Stager Based on A Hidden Markov Model. Appl Artif Intell 2002, 16:199-207.
6. Flexer A, Gruber G, Dorffner G. A reliable probabilistic sleep stager based on a single EEG signal. Artif Intell Med 2005, 33:199-207. 10.1016/j.artmed.2004.04.004, 15811785.
7. Doroshenkov LG, Konyshev VA, Selishchev SV. Classification of Human Sleep Stages Based on EEG Processing Using Hidden Markov Models. Biomed Eng 2007, 41:25-28.
8. Šušmáková K. Human Sleep and Sleep EEG. Meas Sci Rev 2004, 4:59-74.
9. Agarwal R, Gotman J. Computer-Assisted Sleep Staging. IEEE Trans Biomed Eng 2001, 48:1412-1423. 10.1109/10.966600, 11759922.
10. Rechtschaffen A, Kales A. A Manual of Standardized Terminology, Techniques and Scoring System for Sleep stages of Human Subjects 1968, Brain Inform Service/Brain Res. Inst., Univ. California, Los Angeles.
11. Penzel T, Conradt R. Computer based sleep recording and analysis. Sleep Med Rev 2000, 4:131-148. 10.1053/smrv.1999.0087, 12531163.
12. Malmivuo J, Plonsey R. Principles and Applications of Bioelectric and Biomagnetic Fields 1995, Oxford University, New York, Press.
13. Kuwahara H, Higashi H, Mizuki Y, Tanaka SMM, Inanaga K. Automatic real-time analysis of human sleep stages by an interval histogram method. Electroencephalogr Clin Neurophysiol 1988, 70:220-229. 10.1016/0013-4694(88)90082-X, 2458228.
14. Duman F, Erdamar A, Erogul O, Telatar Z, Yetkin S. Efficient sleep spindle detection algorithm with decision tree. Expert Syst Appl 2009, 36:9980-9985.
15. Liang SF, Kuo CE, Hu YH, Cheng YS. A rule-based automatic sleep staging method. J Neurosci Methods 2012, 205:169-176. 10.1016/j.jneumeth.2011.12.022, 22245090.
16. Blunsom P. Hidden Markov Model [http://www.cs.mu.oz.au/460/2004/materials/hmm-tutorial.pdf].
17. Virkkala J, Hasan J, Värri A, Himanen S, Müller K. Automatic sleep stage classification using two-channel electro-oculography. J Neurosci Methods 2007, 166:109-115. 10.1016/j.jneumeth.2007.06.016, 17681382.
18. Cohen J. A coefficient of agreement for nominal scales. Educ Psychol Meas 1960, 20:37-46.
19. Landis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics 1977, 33:159-174. 10.2307/2529310, 843571.
20. International Database PhysioNet Sleep Recordings [http://www.physionet.org].
21. Chang DW, Liu YD, Young CP, Chen JJ, Chen YH, Chen CY, Hsu YC, Shaw FZ, Liang SF. Design and Implementation of a Modularized Polysomnography System. IEEE Trans Instrum Meas 2012, 61:1933-1944.