{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T21:43:18Z","timestamp":1777498998932,"version":"3.51.4"},"publisher-location":"Cham","reference-count":14,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319677767","type":"print"},{"value":"9783319677774","type":"electronic"}],"license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","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":[[2017]]},"DOI":"10.1007\/978-3-319-67777-4_16","type":"book-chapter","created":{"date-parts":[[2017,9,13]],"date-time":"2017-09-13T15:24:34Z","timestamp":1505316274000},"page":"181-190","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":30,"title":["Classification of Motor Imagery EEG Signals with Deep Learning Models"],"prefix":"10.1007","author":[{"given":"Yurun","family":"Shen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongtao","family":"Lu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Jia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2017,9,14]]},"reference":[{"key":"16_CR1","unstructured":"Classifications of Motor Imagery Tasks in Brain Computer Interface Using Linear Discriminant Analysis"},{"key":"16_CR2","doi-asserted-by":"crossref","unstructured":"Wang, Y., Gao, S., Gao, X.: Common spatial pattern method for channel selection in motor imagery based brain-computer interface. In: 27th Annual International Conference of the Engineering in Medicine and Biology Society, IEEE-EMBS 2005, pp. 5392\u20135395. IEEE (2006)","DOI":"10.1109\/IEMBS.2005.1615701"},{"key":"16_CR3","doi-asserted-by":"crossref","unstructured":"Ang, K.K., Chin, Z.Y., Zhang, H., et al.: Filter bank common spatial pattern (FBCSP) in brain-computer interface. In: IEEE International Joint Conference on Neural Networks, IJCNN 2008 (IEEE World Congress on Computational Intelligence), pp. 2390\u20132397. IEEE (2008)","DOI":"10.1109\/IJCNN.2008.4634130"},{"key":"16_CR4","doi-asserted-by":"crossref","unstructured":"Zheng, W.L., Zhu, J.Y., Peng, Y., et al.: EEG-based emotion classification using deep belief networks. In: IEEE International Conference on Multimedia and Expo (ICME), pp. 1\u20136. IEEE (2014)","DOI":"10.1109\/ICME.2014.6890166"},{"key":"16_CR5","unstructured":"Bashivan, P., Rish, I., Yeasin, M., et al.: Learning representations from EEG with deep recurrent-convolutional neural networks. arXiv preprint arXiv:1511.06448 (2015)"},{"issue":"1","key":"16_CR6","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1186\/1743-0003-11-9","volume":"11","author":"DJ Leamy","year":"2014","unstructured":"Leamy, D.J., Kocijan, J., Domijan, K., et al.: An exploration of EEG features during recovery following stroke\u2013implications for BCI-mediated neurorehabilitation therapy. J. Neuroeng. Rehabil. 11(1), 9 (2014)","journal-title":"J. Neuroeng. Rehabil."},{"issue":"2","key":"16_CR7","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1109\/MSP.2013.2297439","volume":"32","author":"A Cichocki","year":"2015","unstructured":"Cichocki, A., Mandic, D., De Lathauwer, L., et al.: Tensor decompositions for signal processing applications: from two-way to multiway component analysis. IEEE Sig. Process. Mag. 32(2), 145\u2013163 (2015)","journal-title":"IEEE Sig. Process. Mag."},{"key":"16_CR8","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1007\/978-3-642-10677-4_25","volume-title":"Neural Information Processing","author":"Q Zhao","year":"2009","unstructured":"Zhao, Q., Caiafa, C.F., Cichocki, A., Zhang, L., Phan, A.H.: Slice oriented tensor decomposition of EEG data for feature extraction in space, frequency and time domains. In: Leung, C.S., Lee, M., Chan, J.H. (eds.) ICONIP 2009. LNCS, vol. 5863, pp. 221\u2013228. Springer, Heidelberg (2009). doi:10.1007\/978-3-642-10677-4_25"},{"key":"16_CR9","doi-asserted-by":"crossref","unstructured":"Zhou, Z.H., Feng, J.: Deep forest: towards an alternative to deep neural networks. arXiv preprint arXiv:1702.08835 (2017)","DOI":"10.24963\/ijcai.2017\/497"},{"issue":"3","key":"16_CR10","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1109\/29.21701","volume":"37","author":"A Waibel","year":"1989","unstructured":"Waibel, A., Hanazawa, T., Hinton, G., et al.: Phoneme recognition using time-delay neural networks. IEEE Trans. Acoust. Speech Sig. Process. 37(3), 328\u2013339 (1989)","journal-title":"IEEE Trans. Acoust. Speech Sig. Process."},{"issue":"8","key":"16_CR11","doi-asserted-by":"publisher","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","volume":"9","author":"S Hochreiter","year":"1997","unstructured":"Hochreiter, S., Schmidhuber, J.: Long short-term memory. Neural Comput. 9(8), 1735\u20131780 (1997)","journal-title":"Neural Comput."},{"key":"16_CR12","unstructured":"Mill\u00e1n, J. del R.: On the need for on-line learning in brain-computer interfaces. In: Proceedings of Intrelational Joint Conference on Neural Networks (2004)"},{"key":"16_CR13","doi-asserted-by":"crossref","unstructured":"Lai, S., Xu, L., Liu, K., et al.: Recurrent convolutional neural networks for text classification. In: AAAI, vol. 333, pp. 2267\u20132273 (2015)","DOI":"10.1609\/aaai.v29i1.9513"},{"key":"16_CR14","unstructured":"Amodei, D., Anubhai, R., Battenberg, E., et al.: Deep speech 2: end-to-end speech recognition in English and mandarin. In: International Conference on Machine Learning, pp. 173\u2013182 (2016)"}],"container-title":["Lecture Notes in Computer Science","Intelligence Science and Big Data Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-67777-4_16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,25]],"date-time":"2025-06-25T18:47:25Z","timestamp":1750877245000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-67777-4_16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319677767","9783319677774"],"references-count":14,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-67777-4_16","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"14 September 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IScIDE","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Science and Big Data Engineering","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Dalian","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2017","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 September 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"23 September 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iscide2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/ice.dlut.edu.cn\/IScIDE\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}