Automatic stage scoring of single-channel sleep EEG by using multiscale entropy and autoregressive models

IEEE Transactions on Instrumentation and Measurement

Volumn 61, Issue 6, 2012, Pages 1649-1657

  Liang, Sheng Fu ^a   Kuo, Chin En ^a   Hu, Yu Han ^a   Pan, Yu Hsiang ^b   Wang, Yung Hung ^c  

^a NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

^b Ledder Technologies Holdings Ltd   (Taiwan)

^c Society of Streams   (Taiwan)

Author keywords

Automatic sleep scoring; autoregressive (AR) model; linear discriminant analysis (LDA); multiscale entropy (MSE); single channel electroencephalogram (EEG)

Indexed keywords

AUTO REGRESSIVE MODELS; AUTOMATIC SLEEP SCORING; LINEAR DISCRIMINANT ANALYSIS; MULTISCALE ENTROPY; SINGLE-CHANNEL;

ELECTROENCEPHALOGRAPHY; ENTROPY; SLEEP RESEARCH;

COMPUTER SIMULATION;

EID: 84862786511     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2012.2187242     Document Type: Article

References (42)

1. M. M. Ohayon, "Epidemiology of insomnia: What we know and what we still need to learn," Sleep Med. Rev., vol. 6, no. 2, pp. 97-111, Apr. 2002. (Pubitemid 35231066)
2. M.W.Mahowald and C. H. Schenck, "Insights from studying human sleep disorders," Nature, vol. 437, no. 7063, pp. 1279-1285, Oct. 2005. (Pubitemid 41568668)
3. A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects. Washington, DC: Nat. Health Inst., 1968.
4. J. R. Smith, M. Negin, and A. H. Nevis, "Automatic analysis of sleep electroencephalograms by hybrid computation," IEEE Trans. Syst. Sci. Cybern., vol. SSC-5, no. 4, pp. 278-284, Oct. 1969.
5. J. D. Smith and I. Karacan, "EEG sleep stage scoring by an automatic hybrid system," Electroencephalogr. Clin. Neurophysiol., vol. 31, no. 3, pp. 231-237, Sep. 1971.
6. H. Kuwahara, H. Higashi, Y. Mizuki, S. Matsunari, M. Tanaka, and K. Inanaga, "Automatic real-time analysis of human sleep stages by an interval histogram method," Electroencephalogr. Clin. Neurophysiol., vol. 70, no. 3, pp. 220-229, Sep. 1988.
7. N. Schaltenbrand, R. Lengelle, M. Toussaint, R. Luthringer, G. Carelli, A. Jacqmin, E. Lainey, A. Muzet, and J. P. Macher, "Sleep stage scoring using the neural network model: Comparison between visual and automatic analysis in normal subjects and patients," Sleep, vol. 19, no. 1, pp. 26-35, Jan. 1996. (Pubitemid 26049696)
8. H. J. Park, K. S. Park, and D. U. Jeong, "Hybrid neural-network and rulebased expert system for automatic sleep stage scoring," in Proc. 22nd Annu. EMBS Int. Conf., 2000, pp. 1316-1319. (Pubitemid 32474879)
9. R. Agarwal and J. Gotman, "Computer-assisted sleep staging," IEEE Trans. Biomed. Eng., vol. 48, no. 12, pp. 1412-1423, Dec. 2001. (Pubitemid 33108445)
10. C. Berthomier, X. Drouot, M. Herman-Stoïca, P. Berthomier, J. Prado, D. Bokar-Thire, O. Benoit, J. Mattout, and M. P. d'Ortho, "Automatic analysis of single-channel sleep EEG: Validation in healthy individuals," Sleep, vol. 30, no. 11, pp. 1587-1595, Nov. 2007. (Pubitemid 350036984)
11. J. Virkkala, J. Hasan, A. Värri, S. Himanen, and K. Müller, "Automatic sleep stage classification using two-channel electro-oculography," J. Neurosci. Methods, vol. 166, no. 1, pp. 109-115, Oct. 2007. (Pubitemid 47374804)
12. F. Duman, A. Erdamar, O. Erogul, Z. Telatar, and S. Yetkin, "Efficient sleep spindle detection algorithm with decision tree," Expert Syst. Appl., vol. 36, no. 6, pp. 9980-9985, Aug. 2009.
13. C. Berthomier, J. Prado, and O. Benoit, "Automatic sleep EEG analysis using filter banks," Biomed. Sci. Instrum, vol. 35, pp. 241-246, 1999. (Pubitemid 29234026)
14. A. Flexer, G. Gruber, and G. Dorffner, "A reliable probabilistic sleep stager based on a single EEG signal," Artif. Intell. Med., vol. 33, no. 3, pp. 199-207, Mar. 2005. (Pubitemid 40462455)
15. K. Šušmáková and A. Krakovská, "Discrimination ability of individual measures used in sleep stages classification," Artif. Intell. Med., vol. 44, no. 3, pp. 261-277, Nov. 2008.
16. P. Anderer, G. Gruber, S. Parapatics, M. Woertz, T. Miazhynskaia, G. Klosch, B. Saletu, J. Zeitlhofer, M. J. Barbanoj, H. Danker-Hopfe, S. L. Himanen, B. Kemp, T. Penzel, M. Grozinger, D. Kunz, P. Rappelsberger, A. Schlogl, and G. Dorffner, "An E-health solution for automatic sleep classification according to Rechtschaffen and Kales: Validation study of the Somnolyzer 24 × 7 utilizing the Siesta database," Neuropsychobiology, vol. 51, no. 3, pp. 115-133, 2005. (Pubitemid 40663275)
17. M. Costa, A. L. Goldberger, and C. K. Peng, "Multiscale entropy analysis of complex physiologic time series," Phys. Rev. Lett., vol. 89, no. 6, p. 068102, Aug. 2002.
18. M. Costa, A. L. Goldberger, and C. K. Peng, "Multiscale entropy analysis of biological signals," Phys. Rev. E., vol. 71, no. 2, p. 021906, Feb. 2005.
19. T. Takahashi, R. Y. Cho, T. Murata, T. Mizuno, M. Kikuchi, K.Mizukami, H. Kosaka, K. Takahashi, and Y. Wada, "Age-related variation in EEG complexity to photic stimulation: A multiscale entropy analysis," Clin. Neurophys., vol. 120, no. 3, pp. 476-483, Mar. 2009.
20. J. H. Park, S. Kim, C. H. Kim, A. Cichocki, and K. Kim, "Multiscale entropy analysis of EEG from patients under different pathological conditions," Fractals-Complex Geom Patterns Scaling Nat. Soc., vol. 15, no. 4, pp. 399-404, Dec. 2007. (Pubitemid 350277372)
21. X. Kang, X. Jia, R. G. Geocadin, N. V. Thakor, and A. Maybhate, "Multiscale entropy analysis of EEG for assessment of post-cardiac arrest neurological recovery under hypothermia in rats," IEEE Trans. Biomed. Eng., vol. 56, no. 4, pp. 1023-1031, Apr. 2009.
22. M. Costa, C. K. Peng, A. L. Goldberger, and J. M. Hausdorff, "Multiscale entropy analysis of human gait dynamics," Phys. A., vol. 330, no. 1/2, pp. 53-60, Dec. 2003.
23. P. R. Norris, S. M. Anderson, J. M. Jenkins, A. E. Williams, and J. A. Morris, Jr., "Heart rate multiscale entropy at three hours predicts hospital mortality in 3,154 trauma patients," Shock, vol. 30, no. 1, pp. 17-22, Jul. 2008.
24. S. Ishiwa, T. Ogawa, and H. Sonoda, "Developmental characteristics of topographic EEG in the newborn using an autoregressive model," Brain Topography, vol. 4, no. 1, pp. 23-30, 1991.
25. N. V. Thakor and S. Tong, "Advances in quantitative electroencephalogram analysis methods," Annu. Rev. Biomed. Eng., vol. 6, pp. 453-495, Aug. 2004. (Pubitemid 39209505)
26. S. M. Pincus, "Approximate entropy: A complexity measure for biological time series data," in Proc. 1991 IEEE 17th Annu. Northeast, Bioengineering Conf., 1991, pp. 35-36.
27. S. M. Pincus, "Approximate entropy (ApEn) as a complexity measure," Chaos Interdisciplinary J. Nonl. Sci., vol. 5, no. 1, pp. 110-117, Mar. 1995.
28. J. S. Richman and J. R. Moorman, "Physiologic time series analysis using approximate entropy and sample entropy," Am J. Physiol Heart Circ., vol. 278, no. 6, pp. 2039-2049, Jun. 2000.
29. N. Burioka, M. Miyata, G. Cornelissen, F. Halberg, T. Takeshima, D. T. Kaplan, H. Suyama, M. Endo, Y. Maegaki, T. Nomura, Y. Tomita, K. Nakashima, and E. Shimizu, "Approximate entropy in the electroencephalogram during wake and sleep," Clin. EEG Neurosci., vol. 36, no. 1, pp. 21-24, Jan. 2005. (Pubitemid 40096833)
30. D. R. Chialvo, "Physiology: Unhealthy surprises," Nature, vol. 419, no. 6904, p. 263, Sep. 2002.
31. E. Olbrich, P. Achermann, and P. F. Meier, "Dynamics of human sleep EEG," Neurocomputing, vol. 52-54, pp. 857-862, Jun. 2003. (Pubitemid 36700586)
32. J. Pardey, S. Roberts, and L. Tarassenko, "A review of parametric modelling techniques for EEG analysis," Med. Eng. Phys., vol. 18, no. 1, pp. 2-11, Jan. 1996. (Pubitemid 26019496)
33. C. Iber, S. Ancoli-Israel, A. Chesson, and S. F. Quan, The AASM Manual for the Scoring of Sleep and Associated Events. Westchester, IL: Amer. Acad. Sleep Med., 2007.
34. B. C. Kuo and D. A. Landgrebe, "Nonparametric weighted feature extraction for classification," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 5, pp. 1096-1105, May 2004.
35. C. T. Lin, K. L. Lin, L. W. Ko, S. F. Liang, B. C. Kuo, and I. F. Chung, "Nonparametric single-trial EEG feature extraction and classification of driver's cognitive responses," EURASIP J. Appl. Signal Process., vol. 2008, pp. 849 040-1-849 040-10, 2008.
36. D. G. Altman, Practical Statistics for Medical Research. London, U.K.: Chapman & Hall, 1991, pp. 409-419.
37. J. Cohen, "A coefficient of agreement for nominal scales," Educ. Psychol. Meas., vol. 20, no. 1, pp. 37-46, Apr. 1960.
38. International Database PhysioNet Sleep Recordings. [Online]. Available: http://www.physionet.org/physiobank/database/
39. J. Escudero, D. Abasolo, R. Hornero, P. Espino, and M. Lopez, "Analysis of electroencephalograms in Alzheimer's disease patients with multiscale entropy," Physiol. Meas., vol. 27, no. 11, pp. 1091-1106, Nov. 2006.
40. S. L. Himanen and J. Hasan, "Limitations of Rechtschaffen and Kales," Sleep Med. Rev., vol. 4, no. 2, pp. 149-167, Apr. 2004. (Pubitemid 30249492)
41. C. T. Lin, L. W. Ko, J. C. Chiou, J. R. Duann, R. S. Huang, S. F. Liang, T. W. Chiu, and T. P. Jung, "Noninvasive neural prostheses using mobile and wireless electroencephalography," Proc. IEEE, vol. 96, no. 7, pp. 1167-1183, Jul. 2008.
42. C. P. Young, S. F. Liang, D. W. Chang, Y. C. Liao, F. Z. Shaw, and C. H. Hsieh, "A portable wireless on-line closed-loop seizure controller in freely moving rats," IEEE Trans. Instrum. Meas., vol. 60, no. 2, pp. 513-521, Feb. 2011.