- Dempster , A. P. , Laird , N. M. and Rubin , D.B. 1997 . Maximum likelihood from inclompete data via the EM algorithm . Journal of the Royal Statistical Society, B , 39 : 1 – 38 .
- Hasan , J. 1983 . Differentiation of normal and disturbed sleep by automatic analysis . Acta Physiologic a Scandinavia, Supplementum , 526 : 1 – 103 .
- Kelley , J. T. , Reilly , E. L. , Overall , J. E. and Reed , K. 1985 . Reliability of rapid clinical staging of all night sleep EEC . Clinical EIectroencephalography , 16 (1) : 16 – 20 .
- Kemp , B. 1993 . A proposal for computer-based sleep/wake analysis . Journal of Sleep Research , 2 : 179 – 185 .
- Kloesch , G. , Kemp , B. , Penzel , T. , Schloegl , A. , Rappelsberger , P. , Trenker , E. , Gruber , G. , Zeitlhofer , J. , Saletu , B. , Herrmann , W. M. , Himanen , S.-L. , Kunz , D. , Barbanoj , M. , Roeschke , J. , Vaerri , A. and Dorffner , G. 2001 . The SIESTA project polygraphic and clinical database . IEEE Engineering in Medicine and Biology Magazine , 20 (3) : 51 – 57 .
- Kohlmorgen , J. , Mueller , K.-R. and Pawelzik , K. 1998 . “ Analysis of drifting dynamics with neural network hidden Markov models ” . In Advances in Neural Information Processing Systems , Edited by: Jordan , M.I. Vol. 10 , 735 – 741 . Cambridge/London : MIT Press/Bradford Books .
- Kubicki , S. , Hoeller , L. , Berg , I. , Pastelak-Price , C. and Dorow , R. 1989 . Sleep EEC evaluation: A comparison of results obtained by visual scoring and automatic analysis with the Oxford sleep stager . Sleep , 12 (2) : 140 – 149 .
- Ljung , L. 1999 . System Identification. Theory for the User , Englewood Cliffs, NJ : Prentice-Hall .
- Obermaier , B. , Guger , C. and Pfurtscheller , G. 1999 . Hidden Markov models used for the offline classification of EEG data . Biomedizinische Technik , 44 (6) : 158 – 162 .
- Penny , W. D. , Everson , R. and Roberts , S.J. 2000 . “ Hidden Markov independent components analysis ” . In Advances in Independent Components Analysis , Edited by: Girolami , M. Heidelberg : Springer-Verlag .
- Penny , W. D. and Roberts , S.J. 1998 . “ Gaussian Observation Hidden Markov Models for EEG analysis ” . London : Imperial College . Technical Report, TR-98-12
- Penzel , T. , Stephan , K. , Kubicki , S. and Herrmann , W.M. 1991 . “ Integrated sleep analysis, with emphasis on automatic methods ” . In Epilepsy. Sleep and Sleep Deprivation , Edited by: Degen , R. and Rodin , E. A. 177 – 203 . Elsevier .
- Principe , J. C. and Tome , A.M.P . Performance and training strategies in feedforward neural networks: An application to sleep scoring . IEEE International Joint Conference On Neural Networks . June 18-22 , Washington D.C. pp. 341 – 347 . IEEE. 1
- Rabiner , L. R. and Juang , B.H. 1986 . An introduction to hidden Markov models . IEEE ASSP Magazine , 3 (1) : 4 – 16 .
- Rechtschaffen , A. and Kales , A. 1968 . A Manual of Standardized Terminology. Techniques and Scoring System for Sleep Stages of Human Subjects , Washington, DC : U.S. Department of Health, Education and Welfare . National Institute of Health Pub. No. 204
- Rezek , I. A. and Roberts , S.J. 1998 . Stochastic complexity measures for physiological signal analysis . IEEE Transactions on Biomdical Engineering , 44 (9)
- Roberts , S. and Tarassenko , L. 1992 . New method of automated sleep quantification . Medical and Biological Engineering and Computing , : 509 – 517 .
- Schaltenbrand , N. , Lengelle , R. and Macher , J.-P. 1993 . Neural network model: Application to automatic analysis of human sleep . Computers and Biomedical Research , 26 : 157 – 171 .
- Sykacek , P. 2000 . “ Bayesian inference for reliable biomedical signal processing ” . Institut fuer Med. Kybernetik u. AI, Universitaet Wien . Dissertation
- Sykacek , P. , Roberts , S. J. , Rezek , I. A. , Flexer , A. and Dorffner , G. Reliability in preprocessing-Bayes rules SIESTA. Medical and Biological Engineering and Computing, Supplement 2 . Proceedings of EMBEC '99 . November 4-7 , Vienna, Austria. pp. 1656 – 1657 .
- Takens , F. 1981 . “ Detecting strange atttractors in turbulence ” . In Dynamical Systems and Turbulence, Lecture Notes is Mathematics Edited by: Rand , D. and Young , L.S. Vol. 898 , 366 – 381 .
- Vaerri , A. , Hirvonen , K. , Hasan , J. , Loula , P. and Haekkinea , V. 1992 . A computerized analysis system for vigilance studies . Computer Methods and Programs in Biomedicine , 39 : 113 – 124 .
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An automatic, continuous and probabilistic sleep stager based on a hidden markov model
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