{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T14:56:45Z","timestamp":1761663405975,"version":"3.40.3"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319233437"},{"type":"electronic","value":"9783319233444"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-23344-4_30","type":"book-chapter","created":{"date-parts":[[2015,8,20]],"date-time":"2015-08-20T10:47:53Z","timestamp":1440067673000},"page":"306-316","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Sleep Stages Classification Using Neural Networks with Multi-channel Neural Data"],"prefix":"10.1007","author":[{"given":"Zhenhao","family":"Ge","sequence":"first","affiliation":[]},{"given":"Yufang","family":"Sun","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,8,21]]},"reference":[{"key":"30_CR1","unstructured":"What are REM and non-REM sleep? http:\/\/www.webmd.com\/sleep-disorders\/guide\/sleep-101 (accessed June 01, 2015)"},{"key":"30_CR2","doi-asserted-by":"crossref","unstructured":"Cao, G., Guo, Y., Bouman, C.A.: High dimensional regression using the sparse matrix transform (SMT), pp. 1870\u20131873 (2010)","DOI":"10.1109\/ICASSP.2010.5495359"},{"key":"30_CR3","first-page":"16","volume":"2","author":"MA Carskadon","year":"2000","unstructured":"Carskadon, M.A., Dement, W.C., et al.: Normal human sleep: an overview. Principles and Practice of Sleep Medicine 2, 16\u201325 (2000)","journal-title":"Principles and Practice of Sleep Medicine"},{"issue":"3\u20134","key":"30_CR4","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1561\/2000000039","volume":"7","author":"L Deng","year":"2014","unstructured":"Deng, L., Yu, D.: Deep learning: methods and applications. Foundations and Trends in Signal Processing 7(3\u20134), 197\u2013387 (2014)","journal-title":"Foundations and Trends in Signal Processing"},{"issue":"10","key":"30_CR5","doi-asserted-by":"publisher","first-page":"2467","DOI":"10.1093\/cercor\/bhs244","volume":"23","author":"SJ Durrant","year":"2013","unstructured":"Durrant, S.J., Cairney, S.A., Lewis, P.A.: Overnight consolidation aids the transfer of statistical knowledge from the medial temporal lobe to the striatum. Cerebral Cortex 23(10), 2467\u20132478 (2013)","journal-title":"Cerebral Cortex"},{"key":"30_CR6","doi-asserted-by":"crossref","unstructured":"Ebrahimi, F., Mikaeili, M., Estrada, E., Nazeran, H.: Automatic sleep stage classification based on eeg signals by using neural networks and wavelet packet coefficients. In: 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2008, pp. 1151\u20131154. IEEE (2008)","DOI":"10.1109\/IEMBS.2008.4649365"},{"key":"30_CR7","doi-asserted-by":"crossref","unstructured":"Estrada, E., Nazeran, H., Barragan, J., Burk, J., Lucas, E., Behbehani, K.: Eog and emg: two important switches in automatic sleep stage classification. In: 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2006, pp. 2458\u20132461. IEEE (2006)","DOI":"10.1109\/IEMBS.2006.260075"},{"key":"30_CR8","unstructured":"Ge, Z.: Zhenhao Ge\u2019s academic homepage - software (2015). https:\/\/sites.google.com\/site\/gezhenhao\/software"},{"key":"30_CR9","unstructured":"Ge, Z.: Development of Automatic Speech Evaluation System. Ph.D. thesis, Purdue University Indianapolis (2008)"},{"key":"30_CR10","unstructured":"Ge, Z.: Mispronunciation detection for language learning and speech recognition adaptation (2013)"},{"key":"30_CR11","doi-asserted-by":"crossref","unstructured":"Ge, Z., Sharma, S.R., Smith, M.J.: Adaptive frequency cepstral coefficients for word mispronunciation detection. In: 2011 4th International Congress on Image and Signal Processing (CISP), vol. 5, pp. 2388\u20132391. IEEE (2011)","DOI":"10.1109\/CISP.2011.6100685"},{"key":"30_CR12","doi-asserted-by":"crossref","unstructured":"Ge, Z., Sharma, S.R., Smith, M.J.: PCA method for automated detection of mispronounced words. In: SPIE Defense, Security, and Sensing, pp. 80581D\u201380581D. International Society for Optics and Photonics (2011)","DOI":"10.1117\/12.884155"},{"key":"30_CR13","doi-asserted-by":"crossref","unstructured":"Ge, Z., Sharma, S.R., Smith, M.J.: PCA\/LDA approach for text-independent speaker recognition. In: Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, vol. 8401, p. 7 (2012)","DOI":"10.1117\/12.919235"},{"issue":"5","key":"30_CR14","doi-asserted-by":"publisher","first-page":"1464","DOI":"10.1016\/j.compeleceng.2012.12.001","volume":"39","author":"Z Ge","year":"2013","unstructured":"Ge, Z., Sharma, S.R., Smith, M.J.: Improving mispronunciation detection using adaptive frequency scale. Computers & Electrical Engineering 39(5), 1464\u20131472 (2013)","journal-title":"Computers & Electrical Engineering"},{"key":"30_CR15","doi-asserted-by":"crossref","unstructured":"Guo, Y., Depalov, D., Bauer, P., Bradburn, B., Allebach, J.P., Bouman, C.A.: Binary image compression using conditional entropy-based dictionary design and indexing. In: Proc. SPIE, Color Imaging: Displaying, Processing, Hardcopy, and Applications, vol. 8652 (2013)","DOI":"10.1117\/12.2006141"},{"issue":"6","key":"30_CR16","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1109\/MSP.2012.2205597","volume":"29","author":"G Hinton","year":"2012","unstructured":"Hinton, G., Deng, L., Yu, D., Dahl, G.E., Mohamed, A.R., Jaitly, N., Senior, A., Vanhoucke, V., Nguyen, P., Sainath, T.N., et al.: Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups. IEEE Signal Processing Magazine 29(6), 82\u201397 (2012)","journal-title":"IEEE Signal Processing Magazine"},{"key":"30_CR17","doi-asserted-by":"crossref","unstructured":"Lu, C., Allebach, J.P., Wagner, J., Pitta, B., Larson, D., Guo, Y.: Online image classification under monotonic decision boundary constraint. In: Proc. SPIE, Color Imaging: Displaying, Processing, Hardcopy, and Applications, vol. 9395 (2015)","DOI":"10.1117\/12.2083420"},{"key":"30_CR18","unstructured":"Ng, A.: Cousera course: Machine learning. https:\/\/www.coursera.org\/learn\/machine-learning\/home\/info (accessed June 01, 2015)"},{"key":"30_CR19","doi-asserted-by":"crossref","unstructured":"Rasmussen, C.E.: Gaussian processes for machine learning (2006)","DOI":"10.7551\/mitpress\/3206.001.0001"},{"issue":"2","key":"30_CR20","first-page":"59","volume":"4","author":"K \u0160u\u0161m\u00e1kov\u00e1","year":"2004","unstructured":"\u0160u\u0161m\u00e1kov\u00e1, K.: Human sleep and sleep eeg. Measurement Science Review 4(2), 59\u201374 (2004)","journal-title":"Measurement Science Review"},{"issue":"4","key":"30_CR21","doi-asserted-by":"publisher","first-page":"717","DOI":"10.1007\/s10916-009-9286-5","volume":"34","author":"ME Tagluk","year":"2010","unstructured":"Tagluk, M.E., Sezgin, N., Akin, M.: Estimation of sleep stages by an artificial neural network employing eeg, emg and eog. Journal of Medical Systems 34(4), 717\u2013725 (2010)","journal-title":"Journal of Medical Systems"},{"issue":"2","key":"30_CR22","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1109\/TAU.1967.1161901","volume":"15","author":"PD Welch","year":"1967","unstructured":"Welch, P.D.: The use of fast fourier transform for the estimation of power spectra: A method based on time averaging over short, modified periodograms. IEEE Transactions on Audio and Electroacoustics 15(2), 70\u201373 (1967)","journal-title":"IEEE Transactions on Audio and Electroacoustics"}],"container-title":["Lecture Notes in Computer Science","Brain Informatics and Health"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-23344-4_30","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,21]],"date-time":"2023-02-21T08:10:59Z","timestamp":1676967059000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-23344-4_30"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319233437","9783319233444"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-23344-4_30","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"21 August 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}