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Development of an automatic sleep EEG analysis and staging system

Published: 04 May 1981 Publication History

Abstract

The application of computers to sleep staging has not replaced manual classification techniques because of the simplifying assumptions employed in the design of most systems. Tltese assumptions result in significant deviations from the results of automated analysis when compared to manual techniques applied to the broad spectrum of sleep electrophysiologic signals that may be observed.

References

[1]
Handbook of Electroencephalography and Clinical Neurophysiology, Volume 7: Physiological Correlates of EEG, Part A: EEG and Sleep, 1975, 95 pp.
[2]
Smith, J. R. "Computers in Sleep Research", CRC Crit. Rev. in Bioengrg., 3 (1978), pp. 93--148.
[3]
Cox, J. R., F. M. Nolle, and R. M. Arthur. "Digital Analysis of the Electroencephalogram, the Blood Pressure Wave, and the Electrocardiogram." Proc. IEEE, 60 (1972), pp. 1137--1164.
[4]
Othmer, E., M. Vannier, S. Othmer, and P. Fishman. "Pattern Recognition in Sleep Research." Proc. Vth Intl. Conf. on Pattern Recog., December 1--4, 1980, Miami Beach, Florida.
[5]
Rechtschaffen, E. A., and A. Kales. "A Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects." Public Health Service. Washington, D.C.: U.S. Government Printing Office, 1968.
[6]
Karacan, I., W. C. Orr, T. Roth, et al. "Establishment and Implementation of Standardized Sleep Laboratory Data Collection and Scoring Procedures." Psychophysiology, 15 (1978), pp. 173--179.
[7]
Othmer, E., S. C. Othmer, M. W. Vannier, P. M. Fishman, and W. Holland. "A Simple Time Synchronization Device for Polygraph, Analogue Tape and Digital Computer as Used in Sleep Research." J. Bionted. Eng., 1 (1979), pp. 127--128.
[8]
Othmer, E., S. C. Othmer, P. M. Fishman, and M. Vannier. "Electromyogram Processing for Sleep Research." Int. J. Bio-Med. Comput., 11 (1979), pp. 33--39.
[9]
Fishman, P. M., and E. Othmer. "An Algorithmic Description of the SLEEP Program for the Analysis of Sleep Polygraphic Records." Washington Univ. Biomed. Comput. Lab Monograph 282, St. Louis, Missouri, June 1976.
  1. Development of an automatic sleep EEG analysis and staging system

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    cover image ACM Other conferences
    AFIPS '81: Proceedings of the May 4-7, 1981, national computer conference
    May 1981
    736 pages
    ISBN:9781450379212
    DOI:10.1145/1500412
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Publication History

    Published: 04 May 1981

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