{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,5]],"date-time":"2026-04-05T20:35:04Z","timestamp":1775421304373,"version":"3.50.1"},"reference-count":42,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2015,11,26]],"date-time":"2015-11-26T00:00:00Z","timestamp":1448496000000},"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":["Vis Comput"],"published-print":{"date-parts":[[2016,3]]},"DOI":"10.1007\/s00371-015-1183-y","type":"journal-article","created":{"date-parts":[[2015,11,26]],"date-time":"2015-11-26T06:26:29Z","timestamp":1448519189000},"page":"347-358","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":195,"title":["Real-time EEG-based emotion monitoring using stable features"],"prefix":"10.1007","volume":"32","author":[{"given":"Zirui","family":"Lan","sequence":"first","affiliation":[]},{"given":"Olga","family":"Sourina","sequence":"additional","affiliation":[]},{"given":"Lipo","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yisi","family":"Liu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,11,26]]},"reference":[{"issue":"2","key":"1183_CR1","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1111\/j.1469-8986.2003.00149.x","volume":"41","author":"JJ Allen","year":"2004","unstructured":"Allen, J.J., Urry, H.L., Hitt, S.K., Coan, J.A.: The stability of resting frontal electroencephalographic asymmetry in depression. Psychophysiology 41(2), 269\u2013280 (2004)","journal-title":"Psychophysiology"},{"key":"1183_CR2","volume-title":"Learning and Behavior: A Contemporary Synthesis","author":"ME Bouton","year":"2007","unstructured":"Bouton, M.E.: Learning and Behavior: A Contemporary Synthesis. Sinauer Associates, Sunderland (2007)"},{"key":"1183_CR3","unstructured":"Bradley, M.M., Lang, P.J.: The international affective digitized sounds (; iads-2): affective ratings of sounds and instruction manual. Technical report B-3, University of Florida, Gainesville (2007)"},{"key":"1183_CR4","doi-asserted-by":"crossref","unstructured":"Brown, L., Grundlehner, B., Penders, J.: Towards wireless emotional valence detection from EEG. In: Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE, pp. 2188\u20132191. IEEE (2011)","DOI":"10.1109\/IEMBS.2011.6090412"},{"issue":"8","key":"1183_CR5","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1016\/j.ijhcs.2009.03.005","volume":"67","author":"G Chanel","year":"2009","unstructured":"Chanel, G., Kierkels, J.J., Soleymani, M., Pun, T.: Short-term emotion assessment in a recall paradigm. Int. J. Hum.\u2013Comput. Stud. 67(8), 607\u2013627 (2009)","journal-title":"Int. J. Hum.\u2013Comput. Stud."},{"issue":"3","key":"1183_CR6","first-page":"27","volume":"2","author":"CC Chang","year":"2011","unstructured":"Chang, C.C., Lin, C.J.: Libsvm: a library for support vector machines. ACM Trans. Intell. Syst. Technol. (TIST) 2(3), 27 (2011)","journal-title":"ACM Trans. Intell. Syst. Technol. (TIST)"},{"key":"1183_CR7","unstructured":"Emotiv. http:\/\/www.emotiv.com . Accessed 26 Feb 2015"},{"issue":"3","key":"1183_CR8","doi-asserted-by":"crossref","first-page":"589","DOI":"10.1109\/TITB.2010.2041553","volume":"14","author":"C Frantzidis","year":"2010","unstructured":"Frantzidis, C., Bratsas, C., Papadelis, C.L., Konstantinidis, E., Pappas, C., Bamidis, P.D., et al.: Toward emotion aware computing: an integrated approach using multichannel neurophysiological recordings and affective visual stimuli. Inf. Technol. Biomed. IEEE Trans. 14(3), 589\u2013597 (2010)","journal-title":"Inf. Technol. Biomed. IEEE Trans."},{"issue":"4","key":"1183_CR9","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1016\/0013-4694(85)90005-7","volume":"60","author":"T Gasser","year":"1985","unstructured":"Gasser, T., B\u00e4cher, P., Steinberg, H.: Test-retest reliability of spectral parameters of the EEG. Electroencephalogr. Clin. Neurophysiol. 60(4), 312\u2013319 (1985)","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"issue":"2","key":"1183_CR10","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/0013-4694(87)90038-1","volume":"67","author":"T Gasser","year":"1987","unstructured":"Gasser, T., Jennen-Steinmetz, C., Verleger, R.: EEG coherence at rest and during a visual task in two groups of children. Electroencephalogr. Clin. Neurophysiol. 67(2), 151\u2013158 (1987)","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"issue":"10","key":"1183_CR11","doi-asserted-by":"crossref","first-page":"2162","DOI":"10.1016\/j.clinph.2007.06.018","volume":"118","author":"S Gudmundsson","year":"2007","unstructured":"Gudmundsson, S., Runarsson, T.P., Sigurdsson, S., Eiriksdottir, G., Johnsen, K.: Reliability of quantitative EEG features. Clin. Neurophysiol. 118(10), 2162\u20132171 (2007)","journal-title":"Clin. Neurophysiol."},{"key":"1183_CR12","unstructured":"Haptek. http:\/\/www.haptek.com . Accessed 28 Feb 2015"},{"issue":"2","key":"1183_CR13","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1016\/0167-2789(88)90081-4","volume":"31","author":"T Higuchi","year":"1988","unstructured":"Higuchi, T.: Approach to an irregular time series on the basis of the fractal theory. Phys. D: Nonlinear Phenom. 31(2), 277\u2013283 (1988)","journal-title":"Phys. D: Nonlinear Phenom."},{"key":"1183_CR14","doi-asserted-by":"crossref","unstructured":"Hosseini, S.A., Khalilzadeh, M.A., Naghibi-Sistani, M.B., Niazmand, V.: Higher order spectra analysis of EEG signals in emotional stress states. In: 2010 Second International Conference on Information Technology and Computer Science (ITCS), pp. 60\u201363. IEEE (2010)","DOI":"10.1109\/ITCS.2010.21"},{"key":"1183_CR15","doi-asserted-by":"crossref","unstructured":"Ishino, K., Hagiwara, M.: A feeling estimation system using a simple electroencephalograph. In: IEEE International Conference on Systems, Man and Cybernetics, 2003. vol.\u00a05, pp. 4204\u20134209. IEEE (2003)","DOI":"10.1109\/ICSMC.2003.1245645"},{"key":"1183_CR16","volume-title":"Time Series Analysis by Higher Order Crossings","author":"B Kedem","year":"1994","unstructured":"Kedem, B., Yakowitz, S.: Time Series Analysis by Higher Order Crossings. IEEE Press, Piscataway (1994)"},{"issue":"1","key":"1183_CR17","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/T-AFFC.2011.15","volume":"3","author":"S Koelstra","year":"2012","unstructured":"Koelstra, S., M\u00fchl, C., Soleymani, M., Lee, J.S., Yazdani, A., Ebrahimi, T., Pun, T., Nijholt, A., Patras, I.: Deap: a database for emotion analysis; using physiological signals. Affect. Comput. IEEE Trans. 3(1), 18\u201331 (2012)","journal-title":"Affect. Comput. IEEE Trans."},{"issue":"10","key":"1183_CR18","doi-asserted-by":"crossref","first-page":"1708","DOI":"10.1016\/S1388-2457(99)00122-4","volume":"110","author":"A Kondacs","year":"1999","unstructured":"Kondacs, A., Szab\u00f3, M.: Long-term intra-individual variability of the background EEG in normals. Clin. Neurophysiol. 110(10), 1708\u20131716 (1999)","journal-title":"Clin. Neurophysiol."},{"key":"1183_CR19","doi-asserted-by":"crossref","unstructured":"Lan, Z., Sourina, O., Wang, L., Liu, Y.: Stability of features in real-time EEG-based emotion recognition algorithm. In: 2014 International Conference on Cyberworlds (CW), pp. 137\u2013144. IEEE (2014)","DOI":"10.1109\/CW.2014.27"},{"key":"1183_CR20","unstructured":"Lang, P.J., Bradley, M.M., Cuthbert, B.N.: International affective picture system (iaps): affective ratings of pictures and instruction manual. Technical report A-8 (2008)"},{"key":"1183_CR21","doi-asserted-by":"crossref","unstructured":"Li, M., Lu, B.L.: Emotion classification based on gamma-band EEG. In: Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE, pp. 1223\u20131226. IEEE (2009)","DOI":"10.1109\/IEMBS.2009.5334139"},{"issue":"7","key":"1183_CR22","doi-asserted-by":"crossref","first-page":"1798","DOI":"10.1109\/TBME.2010.2048568","volume":"57","author":"YP Lin","year":"2010","unstructured":"Lin, Y.P., Wang, C.H., Jung, T.P., Wu, T.L., Jeng, S.K., Duann, J.R., Chen, J.H.: EEG-based emotion recognition in music listening. Biomed. Eng. IEEE Trans. 57(7), 1798\u20131806 (2010)","journal-title":"Biomed. Eng. IEEE Trans."},{"key":"1183_CR23","doi-asserted-by":"crossref","unstructured":"Lin, Y.P., Wang, C.H., Wu, T.L., Jeng, S.K., Chen, J.H.: EEG-based emotion recognition in music listening: a comparison of schemes for multiclass support vector machine. In: IEEE International Conference on Acoustics, Speech and Signal Processing, 2009. ICASSP 2009, pp. 489\u2013492. IEEE (2009)","DOI":"10.1109\/ICASSP.2009.4959627"},{"key":"1183_CR24","doi-asserted-by":"crossref","unstructured":"Liu, Y., Sourina, O.: EEG databases for emotion recognition. In: 2013 International Conference on Cyberworlds (CW), pp. 302\u2013309. IEEE (2013)","DOI":"10.1109\/CW.2013.52"},{"key":"1183_CR25","doi-asserted-by":"crossref","unstructured":"Liu, Y., Sourina, O.: Real-time fractal-based valence level recognition from EEG. In: Transactions on Computational Science XVIII, pp. 101\u2013120. Springer (2013)","DOI":"10.1007\/978-3-642-38803-3_6"},{"key":"1183_CR26","doi-asserted-by":"crossref","unstructured":"Liu, Y., Sourina, O.: Real-time subject-dependent EEG-based emotion recognition algorithm. In: Transactions on Computational Science XXIII, pp. 199\u2013223. Springer (2014)","DOI":"10.1007\/978-3-662-43790-2_11"},{"key":"1183_CR27","doi-asserted-by":"crossref","unstructured":"Liu, Y., Sourina, O., Nguyen, M.K.: Real-time EEG-based emotion recognition and its applications. In: Transactions on computational science XII, pp. 256\u2013277. Springer (2011)","DOI":"10.1007\/978-3-642-22336-5_13"},{"issue":"1","key":"1183_CR28","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1037\/1082-989X.1.1.30","volume":"1","author":"KO McGraw","year":"1996","unstructured":"McGraw, K.O., Wong, S.P.: Forming inferences about some intraclass correlation coefficients. Psychol. Methods 1(1), 30 (1996)","journal-title":"Psychol. Methods"},{"issue":"1","key":"1183_CR29","doi-asserted-by":"crossref","first-page":"45","DOI":"10.5405\/jmbe.710","volume":"31","author":"M Murugappan","year":"2011","unstructured":"Murugappan, M., Nagarajan, R., Yaacob, S.: Combining spatial filtering and wavelet transform for classifying human emotions using EEG signals. J. Med. Biol. Eng. 31(1), 45\u201351 (2011)","journal-title":"J. Med. Biol. Eng."},{"issue":"2","key":"1183_CR30","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1109\/TITB.2009.2034649","volume":"14","author":"PC Petrantonakis","year":"2010","unstructured":"Petrantonakis, P.C., Hadjileontiadis, L.J.: Emotion recognition from EEG using higher order crossings. Inf. Technol. Biomed. IEEE Trans. 14(2), 186\u2013197 (2010)","journal-title":"Inf. Technol. Biomed. IEEE Trans."},{"issue":"5","key":"1183_CR31","doi-asserted-by":"crossref","first-page":"737","DOI":"10.1109\/TITB.2011.2157933","volume":"15","author":"PC Petrantonakis","year":"2011","unstructured":"Petrantonakis, P.C., Hadjileontiadis, L.J.: A novel emotion elicitation index using frontal brain asymmetry for enhanced EEG-based emotion recognition. Inf. Technol. Biomed. IEEE Trans. 15(5), 737\u2013746 (2011)","journal-title":"Inf. Technol. Biomed. IEEE Trans."},{"issue":"5","key":"1183_CR32","doi-asserted-by":"crossref","first-page":"2604","DOI":"10.1109\/TSP.2012.2187647","volume":"60","author":"PC Petrantonakis","year":"2012","unstructured":"Petrantonakis, P.C., Hadjileontiadis, L.J.: Adaptive emotional information retrieval from EEG signals in the time-frequency domain. Signal Process. IEEE Trans. 60(5), 2604\u20132616 (2012)","journal-title":"Signal Process. IEEE Trans."},{"issue":"10","key":"1183_CR33","doi-asserted-by":"crossref","first-page":"1175","DOI":"10.1109\/34.954607","volume":"23","author":"RW Picard","year":"2001","unstructured":"Picard, R.W., Vyzas, E., Healey, J.: Toward machine emotional intelligence: analysis of affective physiological state. Pattern Anal. Mach. Intell. IEEE Trans. 23(10), 1175\u20131191 (2001)","journal-title":"Pattern Anal. Mach. Intell. IEEE Trans."},{"issue":"5","key":"1183_CR34","doi-asserted-by":"crossref","first-page":"382","DOI":"10.1016\/0013-4694(91)90203-G","volume":"79","author":"M Salinsky","year":"1991","unstructured":"Salinsky, M., Oken, B., Morehead, L.: Test-retest reliability in EEG frequency analysis. Electroencephalogr. Clin. Neurophysiol. 79(5), 382\u2013392 (1991)","journal-title":"Electroencephalogr. Clin. Neurophysiol."},{"key":"1183_CR35","volume-title":"EEG Signal Processing","author":"S Sanei","year":"2013","unstructured":"Sanei, S., Chambers, J.A.: EEG Signal Processing. Wiley, New York (2013)"},{"key":"1183_CR36","volume-title":"EEG-Based Emotion Recognition","author":"K Schaaff","year":"2008","unstructured":"Schaaff, K.: EEG-Based Emotion Recognition. Universitat Karlsruhe (TH), Karlsruhe (2008)"},{"key":"1183_CR37","doi-asserted-by":"crossref","unstructured":"Schaaff, K., Schultz, T.: Towards an EEG-based emotion recognizer for humanoid robots. In: The 18th IEEE International Symposium on Robot and Human Interactive Communication, 2009. RO-MAN 2009, pp. 792\u2013796. IEEE (2009)","DOI":"10.1109\/ROMAN.2009.5326306"},{"key":"1183_CR38","doi-asserted-by":"crossref","unstructured":"Sohaib, A.T., Qureshi, S., Hagelb\u00e4ck, J., Hilborn, O., Jer\u010di\u0107, P.: Evaluating classifiers for emotion recognition using EEG. In: Foundations of Augmented Cognition, pp. 492\u2013501. Springer (2013)","DOI":"10.1007\/978-3-642-39454-6_53"},{"issue":"1\u20132","key":"1183_CR39","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1007\/s12193-011-0080-6","volume":"5","author":"O Sourina","year":"2012","unstructured":"Sourina, O., Liu, Y., Nguyen, M.K.: Real-time EEG-based emotion recognition for music therapy. J. Multimodal User Interf. 5(1\u20132), 27\u201335 (2012)","journal-title":"J. Multimodal User Interf."},{"issue":"5","key":"1183_CR40","doi-asserted-by":"crossref","first-page":"576","DOI":"10.1111\/j.1469-8986.1992.tb02034.x","volume":"29","author":"AJ Tomarken","year":"1992","unstructured":"Tomarken, A.J., Davidson, R.J., Wheeler, R.E., Kinney, L.: Psychometric properties of resting anterior EEG asymmetry: temporal stability and internal consistency. Psychophysiology 29(5), 576\u2013592 (1992)","journal-title":"Psychophysiology"},{"key":"1183_CR41","doi-asserted-by":"crossref","unstructured":"Wang, X.W., Nie, D., Lu, B.L.: EEG-based emotion recognition using frequency domain features and support vector machines. In: Neural Information Processing, pp. 734\u2013743. Springer (2011)","DOI":"10.1007\/978-3-642-24955-6_87"},{"issue":"4B","key":"1183_CR42","doi-asserted-by":"crossref","first-page":"1238","DOI":"10.1121\/1.1913238","volume":"52","author":"CE Williams","year":"1972","unstructured":"Williams, C.E., Stevens, K.N.: Emotions and speech: some acoustical correlates. J. Acoust. Soc. Am. 52(4B), 1238\u20131250 (1972)","journal-title":"J. Acoust. Soc. Am."}],"container-title":["The Visual Computer"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-015-1183-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00371-015-1183-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00371-015-1183-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,31]],"date-time":"2025-05-31T15:13:14Z","timestamp":1748704394000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00371-015-1183-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11,26]]},"references-count":42,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2016,3]]}},"alternative-id":["1183"],"URL":"https:\/\/doi.org\/10.1007\/s00371-015-1183-y","relation":{},"ISSN":["0178-2789","1432-2315"],"issn-type":[{"value":"0178-2789","type":"print"},{"value":"1432-2315","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,11,26]]}}}