{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T05:42:54Z","timestamp":1769924574748,"version":"3.49.0"},"reference-count":16,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2008,10,11]],"date-time":"2008-10-11T00:00:00Z","timestamp":1223683200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2010,2]]},"DOI":"10.1007\/s10916-008-9218-9","type":"journal-article","created":{"date-parts":[[2008,10,10]],"date-time":"2008-10-10T14:13:21Z","timestamp":1223648001000},"page":"83-89","source":"Crossref","is-referenced-by-count":45,"title":["Determination of Sleep Stage Separation Ability of Features Extracted from EEG Signals Using Principle Component Analysis"],"prefix":"10.1007","volume":"34","author":[{"given":"Cabir","family":"Vural","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Murat","family":"Yildiz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2008,10,11]]},"reference":[{"key":"9218_CR1","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1007\/s10916-008-9134-z","volume":"32","author":"R. K. Sinha","year":"2008","unstructured":"Sinha, R. K., Artificial neural network and wavelet based automated detection of sleep spindles, REM sleep and wake states. J. Med. Syst. 32:291\u2013299, 2008. doi: 10.1007\/s10916-008-9134-z .","journal-title":"J. Med. Syst"},{"issue":"1","key":"9218_CR2","first-page":"001","volume":"20","author":"M. S. Kim","year":"2008","unstructured":"Kim, M. S., Cho, Y. C., Berdakh, A., and Seo, H. D., Analysis of brain function and classification of sleep stage EEG using Daubechies wavelet. Sens. Mater. 20:1001\u2013014, 2008.","journal-title":"Sens. Mater"},{"key":"9218_CR3","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.jneumeth.2007.06.016","volume":"166","author":"J. Virkkala","year":"2007","unstructured":"Virkkala, J., Hasan, J., V\u00e4rri, A., Himanen, S. L., and M\u00fcller, K., Automatic sleep stage classification using two-channel electro-oculography. J. Neurosci. Methods. 166:109\u2013115, 2007. doi: 10.1016\/j.jneumeth.2007.06.016 .","journal-title":"J. Neurosci. Methods"},{"issue":"1","key":"9218_CR4","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1007\/s10527-007-0006-5","volume":"41","author":"L. Doroshenkov","year":"2007","unstructured":"Doroshenkov, L., Konyshev, V., and Selishchev, S., Classification of human sleep stages based on EEG processing using hidden Markov models. Biomed. Eng. (N.Y.). 41:125\u201328, 2007. doi: 10.1007\/s10527-007-0006-5 .","journal-title":"Biomed. Eng. (N.Y.)"},{"issue":"10","key":"9218_CR5","doi-asserted-by":"crossref","first-page":"1954","DOI":"10.1109\/TBME.2006.881798","volume":"53","author":"C. M. Held","year":"2006","unstructured":"Held, C. M., Heiss, J. E., Est\u00e9vez, P. A., Perez, C. A., Garrido, M., Algarin, C., and Peirano, P., Extracting rules from polysomnographic recordings for infant sleep stage classification. IEEE Trans. Biomed. Eng. 53:101954\u20131962, 2006. doi: 10.1109\/TBME.2006.881798 .","journal-title":"IEEE Trans. Biomed. Eng"},{"issue":"11","key":"9218_CR6","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/scj.10248","volume":"33","author":"M. Hanaoka","year":"2002","unstructured":"Hanaoka, M., Kobayashi, M., and Yamazaki, H., Automatic sleep stage scoring based on waveform recognition method and decision-tree learning. Syst. Comput. Jpn. 33:111\u201313, 2002. doi: 10.1002\/scj.10248 .","journal-title":"Syst. Comput. Jpn"},{"key":"9218_CR7","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1007\/s11517-005-0002-4","volume":"44","author":"J. Caffarel","year":"2006","unstructured":"Caffarel, J., Gibson, G. J., Harrison, J. P., Griffiths, C. J., and Drinnan, M. J., Comparison of manual sleep staging with automated neural network-based analysis in clinical practice. Med. Biol. Eng. Comput. 44:105\u2013110, 2006. doi: 10.1007\/s11517-005-0002-4 .","journal-title":"Med. Biol. Eng. Comput"},{"key":"9218_CR8","volume-title":"Pattern classification","author":"R. O. Duda","year":"2001","unstructured":"Duda, R. O., Hart, P. E., and Stork, D. G., Pattern classification. Wiley, New York, 2001."},{"key":"9218_CR9","unstructured":"Rechtschaffen, and Kales, A., (ed.), A manual of standardized terminology, techniques and scoring system for sleep stages of human subjects, Brain Information Service\/Brain Research Institute, 1968."},{"key":"9218_CR10","volume-title":"Digital image processing","author":"R. C. Gonzales","year":"2008","unstructured":"Gonzales, R. C., and Woods, R. E., Digital image processing, 3rd edition. Pearson Prentice Hall, Englewood Cliffs, NJ, 2008.","edition":"3"},{"issue":"3","key":"9218_CR11","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1203\/00006450-199003000-00018","volume":"27","author":"H. H. Szeto","year":"1990","unstructured":"Szeto, H. H., Spectral edge frequency as a simple quantitative measure of the maturation of electrocortical activity. Pediatr. Res. 27:3289\u2013292, 1990. doi: 10.1203\/00006450-199003000-00018 .","journal-title":"Pediatr. Res"},{"key":"9218_CR12","volume-title":"Modern spectral estimation: Theory and application","author":"S. M. Kay","year":"1988","unstructured":"Kay, S. M., Modern spectral estimation: Theory and application. Prentice Hall, Englewood Cliffs, NJ, 1988 January."},{"key":"9218_CR13","unstructured":"International Database PhysioNet Sleep Recordings: http:\/\/www.physionet.org"},{"issue":"12","key":"9218_CR14","doi-asserted-by":"crossref","first-page":"1412","DOI":"10.1109\/10.966600","volume":"48","author":"R. Agarwal","year":"2001","unstructured":"Agarwal, R., and Gotman, J., Computer-assisted sleep staging. IEEE Trans. Biomed. Eng. 48:121412\u20131423, 2001. doi: 10.1109\/10.966600 .","journal-title":"IEEE Trans. Biomed. Eng"},{"key":"9218_CR15","doi-asserted-by":"crossref","unstructured":"Van Hese, P., Philips, W., De Koninck, J., Van de Walle, R., and Lemahieu, I., Automatic detection of sleep stages using the EEG. Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol 2, pp. 944\u20131947, 2001.","DOI":"10.1109\/IEMBS.2001.1020608"},{"key":"9218_CR16","unstructured":"Kerkeni, N., Alexandre, F., Bedoui, M. H., Bougrain, L., and Dogui, M., Automatic classification of sleep stages on a EEG signal by artificial neural network, 5th WSEAS International Conference on SIGNAL, SPEECH and IMAGE PROCESSING\u2014WSEAS SSIP\u201905, Corfu, Greece, 2005."}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-008-9218-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10916-008-9218-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-008-9218-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,2]],"date-time":"2019-06-02T08:51:31Z","timestamp":1559465491000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10916-008-9218-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,10,11]]},"references-count":16,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2010,2]]}},"alternative-id":["9218"],"URL":"https:\/\/doi.org\/10.1007\/s10916-008-9218-9","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"value":"0148-5598","type":"print"},{"value":"1573-689X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,10,11]]}}}