{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T12:25:18Z","timestamp":1761395118703,"version":"3.41.0"},"publisher-location":"Cham","reference-count":35,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319707716"},{"type":"electronic","value":"9783319707723"}],"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\/978-3-319-70772-3_18","type":"book-chapter","created":{"date-parts":[[2017,11,3]],"date-time":"2017-11-03T02:58:27Z","timestamp":1509677907000},"page":"190-201","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Wearable EEG-Based Real-Time System for Depression Monitoring"],"prefix":"10.1007","author":[{"given":"Shengjie","family":"Zhao","sequence":"first","affiliation":[]},{"given":"Qinglin","family":"Zhao","sequence":"additional","affiliation":[]},{"given":"Xiaowei","family":"Zhang","sequence":"additional","affiliation":[]},{"given":"Hong","family":"Peng","sequence":"additional","affiliation":[]},{"given":"Zhijun","family":"Yao","sequence":"additional","affiliation":[]},{"given":"Jian","family":"Shen","sequence":"additional","affiliation":[]},{"given":"Yuan","family":"Yao","sequence":"additional","affiliation":[]},{"given":"Hua","family":"Jiang","sequence":"additional","affiliation":[]},{"given":"Bin","family":"Hu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2017,11,4]]},"reference":[{"issue":"1","key":"18_CR1","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1146\/annurev.psych.53.100901.135148","volume":"53","author":"RJ Davidson","year":"2002","unstructured":"Davidson, R.J., Pizzagalli, D., Nitschke, J.B., Putnam, K.: Depression: perspectives from affective neuroscience. Annu. Rev. Psychol. 53(1), 545\u2013574 (2002)","journal-title":"Annu. Rev. Psychol."},{"key":"18_CR2","volume-title":"Comprehensive Textbook of Psychiatry","author":"HI Kaplan","year":"1980","unstructured":"Kaplan, H.I., Sadock, B.J.: Comprehensive Textbook of Psychiatry. Williams & Wilkins, Baltimore (1980)"},{"issue":"2","key":"18_CR3","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1016\/S0022-3999(01)00296-3","volume":"52","author":"I Bjelland","year":"2002","unstructured":"Bjelland, I., Dahl, A.A., Haug, T.T., Neckelmann, D.: The validity of the hospital anxiety and depression scale. an updated literature review. J. Psychosom. Res. 52(2), 69\u201377 (2002)","journal-title":"J. Psychosom. Res."},{"key":"18_CR4","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1016\/j.socscimed.2015.04.004","volume":"133","author":"D Lupton","year":"2015","unstructured":"Lupton, D., Jutel, A., Kawachi, I., Subramanian, S.V.: \u2018It\u2019s like having a physician in your pocket!\u2019 a critical analysis of self-diagnosis smartphone apps. Soc. Sci. Med. 133, 128\u2013135 (2015)","journal-title":"Soc. Sci. Med."},{"key":"18_CR5","doi-asserted-by":"crossref","unstructured":"Isais, R., Nguyen, K., Perez, G., Rubio, R.: A low-cost microcontroller-based wireless ECG-blood pressure telemonitor for home care. In: Proceedings of the International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 4, pp. 3157\u20133160 (2003)","DOI":"10.1109\/IEMBS.2003.1280812"},{"issue":"4","key":"18_CR6","doi-asserted-by":"publisher","first-page":"715","DOI":"10.1037\/0021-843X.115.4.715","volume":"115","author":"R Thibodeau","year":"2006","unstructured":"Thibodeau, R., Jorgensen, R.S., Kim, S.: Depression, anxiety, and resting frontal EEG asymmetry: a meta-analytic review. J. Abnorm. Psychol. 115(4), 715\u2013729 (2006)","journal-title":"J. Abnorm. Psychol."},{"issue":"5","key":"18_CR7","doi-asserted-by":"publisher","first-page":"910","DOI":"10.1016\/j.clinph.2011.07.053","volume":"123","author":"WC Ziai","year":"2012","unstructured":"Ziai, W.C., Dan, S., Llinas, R., Venkatesha, S., Truesdale, M., Schevchenko, A., Kaplan, P.W.: Emergent EEG in the emergency department in patients with altered mental states. Clin. Neurophysiol. 123(5), 910\u2013917 (2012). Official Journal of the International Federation of Clinical Neurophysiology","journal-title":"Clin. Neurophysiol."},{"issue":"3","key":"18_CR8","doi-asserted-by":"publisher","first-page":"536","DOI":"10.1016\/S1388-2457(00)00533-2","volume":"112","author":"TC Ferree","year":"2001","unstructured":"Ferree, T.C., Luu, P., Russell, G.S., Tucker, D.M.: Scalp electrode impedance, infection risk, and EEG data quality. Clin. Neurophysiol. 112(3), 536\u201344 (2001). Official Journal of the International Federation of Clinical Neurophysiology","journal-title":"Clin. Neurophysiol."},{"issue":"1","key":"18_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/1743-0003-9-5","volume":"9","author":"LD Liao","year":"2012","unstructured":"Liao, L.D., Chen, C.Y., Wang, I., Chen, S.F., Li, S.Y., Chen, B.W., Chang, J.Y., Lin, C.T.: Gaming control using a wearable and wireless EEG-based brain-computer interface device with novel dry foam-based sensors. J. Neuroeng. Rehabil. 9(1), 1\u201312 (2012)","journal-title":"J. Neuroeng. Rehabil."},{"issue":"4","key":"18_CR10","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1109\/TBCAS.2010.2046415","volume":"4","author":"CT Lin","year":"2010","unstructured":"Lin, C.T., Chang, C.J., Lin, B.S., Hung, S.H.: A real-time wireless brain computer interface system for drowsiness detection. IEEE Trans. Biomed. Circ. Syst. 4(4), 214\u2013222 (2010)","journal-title":"IEEE Trans. Biomed. Circ. Syst."},{"issue":"1","key":"18_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TSMCC.2009.2032660","volume":"40","author":"A Pantelopoulos","year":"2010","unstructured":"Pantelopoulos, A., Bourbakis, N.G.: A survey on wearable sensor-based systems for health monitoring and prognosis. IEEE Trans. Syst. Man Cybern. Part C Appl. Rev. 40(1), 1\u201312 (2010)","journal-title":"IEEE Trans. Syst. Man Cybern. Part C Appl. Rev."},{"issue":"99","key":"18_CR12","first-page":"1","volume":"PP","author":"CT Lin","year":"2017","unstructured":"Lin, C.T., Chuang, C.H., Cao, Z., Singh, A., Huang, C.S., Yu, Y.H., Nascimben, M., Liu, Y.T., King, J.T., Su, T.P.: Forehead EEG in support of future feasible personal healthcare solutions: Sleep management, headache prevention, and depression treatment. IEEE Access PP(99), 1 (2017)","journal-title":"IEEE Access"},{"issue":"2","key":"18_CR13","doi-asserted-by":"publisher","first-page":"228","DOI":"10.1016\/S0959-4388(99)80032-4","volume":"9","author":"RJ Davidson","year":"1999","unstructured":"Davidson, R.J., Abercrombie, H., Nitschke, J.B., Putnam, K.: Regional brain function, emotion and disorders of emotion. Curr. Opin. Neurobiol. 9(2), 228\u2013234 (1999)","journal-title":"Curr. Opin. Neurobiol."},{"issue":"2","key":"18_CR14","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1002\/depr.3050020202","volume":"2","author":"MS George","year":"2010","unstructured":"George, M.S., Ketter, T.A., Post, R.M.: Prefrontal cortex dysfunction in clinical depression. Depression 2(2), 59\u201372 (2010)","journal-title":"Depression"},{"issue":"3","key":"18_CR15","doi-asserted-by":"publisher","first-page":"219","DOI":"10.2174\/187152707780619326","volume":"6","author":"G Rajkowska","year":"2007","unstructured":"Rajkowska, G., Miguelhidalgo, J.J.: Gliogenesis and glial pathology in depression. CNS Neurol. Disord. Drug Targets 6(3), 219 (2007)","journal-title":"CNS Neurol. Disord. Drug Targets"},{"issue":"2","key":"18_CR16","doi-asserted-by":"publisher","first-page":"350","DOI":"10.1016\/j.biopsycho.2010.08.001","volume":"85","author":"AH Kemp","year":"2010","unstructured":"Kemp, A.H., Griffiths, K., Felmingham, K.L., Shankman, S.A., Drinkenburg, W., Arns, M., Clark, C.R., Bryant, R.A.: Disorder specificity despite comorbidity: resting eeg alpha asymmetry in major depressive disorder and post-traumatic stress disorder. Biol. Psychol. 85(2), 350\u2013354 (2010)","journal-title":"Biol. Psychol."},{"issue":"3","key":"18_CR17","doi-asserted-by":"publisher","first-page":"339","DOI":"10.1016\/j.cmpb.2012.10.008","volume":"109","author":"B Hosseinifard","year":"2013","unstructured":"Hosseinifard, B., Moradi, M.H., Rostami, R.: Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from EEG signal. Comput. Methods Programs Biomed. 109(3), 339 (2013)","journal-title":"Comput. Methods Programs Biomed."},{"issue":"3","key":"18_CR18","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1166\/jmihi.2015.1418","volume":"5","author":"GM Bairy","year":"2015","unstructured":"Bairy, G.M., Bhat, S., Eugene, L.W.J., Niranjan, U.C., Puthankattil, S.D., Joseph, P.K.: Automated classification of depression electroencephalographic signals using discrete cosine transform and nonlinear dynamics. J. Med. Imaging Health Inform. 5(3), 635\u2013640 (2015)","journal-title":"J. Med. Imaging Health Inform."},{"issue":"7","key":"18_CR19","doi-asserted-by":"publisher","first-page":"1639","DOI":"10.1109\/TBME.2010.2046417","volume":"57","author":"AS Zandi","year":"2010","unstructured":"Zandi, A.S., Javidan, M., Dumont, G.A., Tafreshi, R.: Automated real-time epileptic seizure detection in scalp eeg recordings using an algorithm based on wavelet packet transform. IEEE Trans. Biomed. Eng. 57(7), 1639\u201351 (2010)","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"18_CR20","doi-asserted-by":"crossref","unstructured":"Sourina, O., Wang, Q., Liu, Y., Nguyen, M.K.: A real-time fractal-based brain state recognition from EEG and its applications. In: Biosignals 2011 - Proceedings of the International Conference on Bio-Inspired Systems and Signal Processing, Rome, Italy, 26\u201329 January, pp. 82\u201390 (2011)","DOI":"10.5220\/0003335300820090"},{"issue":"2","key":"18_CR21","doi-asserted-by":"publisher","first-page":"985","DOI":"10.1016\/j.neuroimage.2013.04.126","volume":"85","author":"V Zotev","year":"2014","unstructured":"Zotev, V., Phillips, R., Han, Y., Misaki, M., Bodurka, J.: Self-regulation of human brain activity using simultaneous real-time fMRI and EEG neurofeedback. Neuroimage 85(2), 985\u2013995 (2014)","journal-title":"Neuroimage"},{"issue":"5","key":"18_CR22","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1109\/MIS.2011.58","volume":"26","author":"B Hu","year":"2011","unstructured":"Hu, B., Majoe, D., Ratcliffe, M., Qi, Y.: EEG-based cognitive interfaces for ubiquitous applications: developments and challenges. IEEE Intell. Syst. 26(5), 46\u201353 (2011)","journal-title":"IEEE Intell. Syst."},{"key":"18_CR23","unstructured":"Bradley, M.M., Lang, P.J.: The international affective digitized sounds affective ratings of sounds and instruction manual. University of Florida (2007)"},{"key":"18_CR24","doi-asserted-by":"crossref","unstructured":"Pitas, I.: Nonlinear digital filters: principles and applications. Kluwer International (1990)","DOI":"10.1007\/978-1-4757-6017-0"},{"key":"18_CR25","unstructured":"Wickert, M.: Modern digital signal processing. IEEE Trans. Educ. (2003). Special Issue on Circuits & Systems"},{"key":"18_CR26","doi-asserted-by":"crossref","unstructured":"Chen, Y., Zhao, Q., Hu, B., Li, J., Jiang, H., Lin, W., Li, Y., Zhou, S., Peng, H.: A method of removing ocular artifacts from EEG using discrete wavelet transform and Kalman filtering. In: IEEE International Conference on Bioinformatics and Biomedicine, pp. 1485\u20131492 (2016)","DOI":"10.1109\/BIBM.2016.7822742"},{"key":"18_CR27","unstructured":"Jung, T.P., Humphries, C., Lee, T.W., Makeig, S., Mckeown, M.J., Iragui, V., Sejnowski, T.J.: Extended ICA removes artifacts from electroencephalographic recordings 10, 894\u2013900 (1998)"},{"key":"18_CR28","unstructured":"Fang, C., Gu, F., Xu, J., Liu, Z., Ren, L.: A new measurement of complexity for studying EEG mutual information. In: Proceedings of the International Conference on Neural Information Processing, Iconip\u2019r98, Kitakyushu, Japan, 21\u201323 October 1998, pp. 435\u2013437 (1998)"},{"issue":"17","key":"18_CR29","doi-asserted-by":"publisher","first-page":"174102","DOI":"10.1103\/PhysRevLett.88.174102","volume":"88","author":"C Bandt","year":"2002","unstructured":"Bandt, C., Pompe, B.: Permutation entropy: a natural complexity measure for time series. Phys. Rev. Lett. 88(17), 174102 (2002)","journal-title":"Phys. Rev. Lett."},{"issue":"1","key":"18_CR30","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1109\/TIT.1976.1055501","volume":"22","author":"A Lempel","year":"1976","unstructured":"Lempel, A., Ziv, J.: On the complexity of finite sequences. IEEE Trans. Inf. Theory 22(1), 75\u201381 (1976)","journal-title":"IEEE Trans. Inf. Theory"},{"key":"18_CR31","unstructured":"Bech, P., Kastrup, M., Rafaelsen, O.J.: Mini-compendium of rating scales for states of anxiety, depression, mania, schizophrenia with corresponding DSM-III syndromes. Acta Psychiatrica Scandinavica Supplementum 326, 1\u201337 (1985)"},{"issue":"9","key":"18_CR32","doi-asserted-by":"publisher","first-page":"509","DOI":"10.3928\/0048-5713-20020901-06","volume":"32","author":"K Kroenke","year":"2002","unstructured":"Kroenke, K., Spitzer, R.L.: The PHQ-9: a new depression diagnostic and severity measure. Psychiatr. Ann. 32(9), 509\u2013521 (2002)","journal-title":"Psychiatr. Ann."},{"key":"18_CR33","doi-asserted-by":"crossref","unstructured":"Chen, T., Guestrin, C.: XGBoost: a scalable tree boosting system, pp. 785\u2013794 (2016)","DOI":"10.1145\/2939672.2939785"},{"key":"18_CR34","doi-asserted-by":"crossref","unstructured":"Mao, C., Hu, B., Wang, M., Moore, P.: Learning from neighborhood for classification with local distribution characteristics. In: International Joint Conference on Neural Networks, pp. 1\u20138 (2015)","DOI":"10.1109\/IJCNN.2015.7280606"},{"issue":"3","key":"18_CR35","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."}],"container-title":["Lecture Notes in Computer Science","Brain Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-70772-3_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,26]],"date-time":"2025-06-26T21:04:29Z","timestamp":1750971869000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-70772-3_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017]]},"ISBN":["9783319707716","9783319707723"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-70772-3_18","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2017]]},"assertion":[{"value":"4 November 2017","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Brain Informatics","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Beijing","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":"16 November 2017","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 November 2017","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"brain2017","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/bii.ia.ac.cn\/bi-2017\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}