Adaptive hybrid system for automatic sleep staging

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 1631-1634

  Hassaan, Amr A ^a   Morsy, Ahmed A ^a  

^a CAIRO UNIVERSITY   (Egypt)

Author keywords

Adaptive sleep staging; Automatic sleep scoring; Neural networks; Rule based reasoning

Indexed keywords

HYBRID SYSTEMS; NEURAL NETWORKS; NUMERICAL METHODS;

ADAPTIVE TRAINING SCHEME; AUTOMATIC SLEEP SCORING; FALSE POSITIVE; HYBRID APPROACH; NEURAL NETWORK CLASSIFIER; PATIENT TRAINING; RULE BASED REASONING; SLEEP STAGING;

SLEEP RESEARCH;

ADULT; ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; BIOMEDICAL ENGINEERING; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMAN; MALE; PHYSIOLOGY; REM SLEEP; SIGNAL PROCESSING; SLEEP STAGE; STATISTICS;

ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOMEDICAL ENGINEERING; ELECTROENCEPHALOGRAPHY; ELECTROOCULOGRAPHY; FEMALE; HUMANS; MALE; NEURAL NETWORKS (COMPUTER); SIGNAL PROCESSING, COMPUTER-ASSISTED; SLEEP STAGES; SLEEP, REM;

EID: 61849112634     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4649486     Document Type: Conference Paper

References (17)

1. Rechtschaffen, A. Kales, A. (Eds.), A Manual of Standardized Terminology, in Techniques and Scoring System for Sleep Stages of Human Subjects, BISBRI, UCLA, Los Angeles, CA, 1968.
2. T. Penzel, K. Kesper, V. Gross, H.F. Becker, C. Vogelmeier. Problems in Automatic Sleep Scoring Applied to Sleep Apnea, IEEE EMBS Cancun, Mexico September 17-21, 2003.
3. The AASM Manual for the Scoring of Sleep and Associated Events, Rules, Terminology and Technical Specifications, American Academy of Sleep Medicine, WESTCHESTER, IL, 2007.
4. HaeJeong Park', KwangSuk Park, Do-Un Jeong. Hybrid Neuralnetwork and Rule-based Expert System for Automatic Sleep Stage Scoring, EMBS international Conference, Chicago IL, July 23-28, 2000.
5. Jose C.Prinicpe et al, Sleep Staging Automaton Based on the Theory of Evidence, IEEE Transactions on Biomedical Engineer, VOL. 36, NO.5. MAY 1989.
6. Gert Eurtscheller, Doris Flotzinger. Sleep Classification with a Combination of Symbolic Learning and Learning Vector Quantization, EMBS, Vol.14. Proceedings of the Annual International Conference of the IEEE, Oct.29 to Nov. 1, 1992.
7. Hae-Jeong Park, Jung-Su Oh, Do-Un Jeong, Kwang-Suk Park. Automatic Sleep Scoring Using Integrated Rule- and Case-based Reasoning, Proceedings of The First Joint BMES/EMBS Conference Serving Humanity, Advancing Technology. Atlanta. GA. USA, Oct 13-16, 1999.
8. A.Hamid et al. Expert System for Characterization of Electroencephalography (EEG) Signals to Detect Sleep Onset, Student Conference on Research and Development (SCOReD), Putrajaya, Malaysia, 2003.
9. Ennio A. Vivaldi, Member, IEEE and Alejandro Bassi. Frequency Domain Analysis of Sleep EEG for Visualization and Automated State Detection, Proceedings of the 28th IEEE EMBS Annual International Conference, New York City, USA. Aug 30-Sept 3, 2006.
10. th Annual International Conference, 1988.
11. E Estrada, H Nazeran, P Nava, K Behbehani, J Burk, and E Lucas. EEG feature extraction for classification of sleep stages, Proceedings of the 26th Annual International Conference of the IEEE EMBS, San Francisco, CA, USA, September 1-5, 2004.
12. Takajyol et al. Time-Frequency Analysis of Human Sleep EEG, SICE-ICASE International Joint Conference, Bexco, Busan, Korea, Oct. 18-21, 2006.
13. Jinghong Li, Yuyuan Du, Lihong Zhao. Sleep Stage Study with Wavelet Time-frequency Analysis, International Conference Neural Networks and Brain, 13-15 Oct., 2005.
14. Robert, C. Guilpin and A. Limoge. Review of neural network applications in sleep research, journal of Neuroscience. Methods., vol.79, pp. 187-93, 1998.
15. th Annual International Conference, 1989.
16. J.Y. Tian, J.Q. Liu. Automated Sleep Staging by a Hybrid System Comprising Neural Network and Fuzzy Rule-based Reasoning, Proceedings of the 2005 IEEE, EMB 27th Annual Conference, Shanghai, China, September 1-4, 2005.
17. rd annual EMBS Conference, Istanbul, Turkey, October 25-28, 2001.