메뉴 건너뛰기




Volumn 57, Issue 7, 2010, Pages 1798-1806

EEG-based emotion recognition in music listening

Author keywords

EEG; emotion; machine learning; music

Indexed keywords

BRAIN; ELECTRODES; ELECTROENCEPHALOGRAPHY; LEARNING SYSTEMS;

EID: 77953784197     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2010.2048568     Document Type: Article
Times cited : (856)

References (38)
  • 1
    • 67650115075 scopus 로고    scopus 로고
    • Scale-free music of the brain
    • Jun. 15
    • D. Wu, C. Y. Li, and D. Z. Yao, "Scale-free music of the brain," PLoS One, vol.4, no.6, p. e5915, Jun. 15, 2009.
    • (2009) PLoS One , vol.4 , Issue.6
    • Wu, D.1    Li, C.Y.2    Yao, D.Z.3
  • 2
    • 33746102883 scopus 로고    scopus 로고
    • Emotion recognition using physiological and speech signal in short-term observation
    • J.Kim and E.Andre, "Emotion recognition using physiological and speech signal in short-term observation," in Proc. Percept. Interactive Technol., 2006, vol.4021, pp. 53-64.
    • (2006) Proc. Percept. Interactive Technol. , vol.4021 , pp. 53-64
    • Kim, J.1    Andre, E.2
  • 3
    • 56649124649 scopus 로고    scopus 로고
    • Emotion recognition based on physiological changes in music listening
    • Dec.
    • J. Kim and E. Andre, "Emotion recognition based on physiological changes in music listening," IEEE Trans. Pattern Anal. Mach. Intell., vol.30, no.12, pp. 2067-2083, Dec. 2008.
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell. , vol.30 , Issue.12 , pp. 2067-2083
    • Kim, J.1    Andre, E.2
  • 4
    • 2942731250 scopus 로고    scopus 로고
    • Emotion recognition system using short-term monitoring of physiological signals
    • May
    • K. H. Kim, S. W. Bang, and S. R. Kim, "Emotion recognition system using short-term monitoring of physiological signals," Med. Biol. Eng. Comput., vol.42, no.3, pp. 419-427, May 2004.
    • (2004) Med. Biol. Eng. Comput. , vol.42 , Issue.3 , pp. 419-427
    • Kim, K.H.1    Bang, S.W.2    Kim, S.R.3
  • 5
    • 0035481502 scopus 로고    scopus 로고
    • Toward machine emotional intelligence: Analysis of affective physiological state
    • Oct.
    • R. W. Picard, E. Vyzas, and J. Healey, "Toward machine emotional intelligence: Analysis of affective physiological state," IEEE Trans. Pattern Anal. Mach. Intell., vol.23, no.10, pp. 1175-1191, Oct. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.10 , pp. 1175-1191
    • Picard, R.W.1    Vyzas, E.2    Healey, J.3
  • 6
    • 34548797958 scopus 로고    scopus 로고
    • Electrophysiological signatures of resting state networks in the human brain
    • Aug.
    • D.Mantini, M. G. Perrucci, C. Del Gratta, G. L. Romani, and M. Corbetta, "Electrophysiological signatures of resting state networks in the human brain," Proc. Nat. Acad. Sci. USA, vol.104, no.32, pp. 13170-13175, Aug. 2007.
    • (2007) Proc. Nat. Acad. Sci. USA , vol.104 , Issue.32 , pp. 13170-13175
    • Mantini, D.1    Perrucci, M.G.2    Del Gratta, C.3    Romani, G.L.4    Corbetta, M.5
  • 7
    • 2342507740 scopus 로고    scopus 로고
    • Issues and assumptions on the road from raw signals to metrics of frontal EEG asymmetry in emotion
    • Oct.
    • J. J. B. Allen, J. A. Coan, andM. Nazarian, "Issues and assumptions on the road from raw signals to metrics of frontal EEG asymmetry in emotion," Biol. Psychol., vol. 67, no. 1/2, pp. 183-218, Oct. 2004.
    • (2004) Biol. Psychol. , vol.67 , Issue.1-2 , pp. 183-218
    • Allen, J.J.B.1    Coan, J.A.2    Nazarian, M.3
  • 8
    • 0034936229 scopus 로고    scopus 로고
    • Frontal brain electrical activity (EEG) distinguishes valence and intensity of musical emotions
    • L. A. Schmidt and L. J. Trainor, "Frontal brain electrical activity (EEG) distinguishes valence and intensity of musical emotions," Cognit. Emotion, vol.15, no.4, pp. 487-500, 2001.
    • (2001) Cognit. Emotion , vol.15 , Issue.4 , pp. 487-500
    • Schmidt, L.A.1    Trainor, L.J.2
  • 9
    • 0001052432 scopus 로고
    • Neuropsychological mechanisms of individual differences in emotion, personality and arousal
    • W. Heller, "Neuropsychological mechanisms of individual differences in emotion, personality and arousal," Neuropsychology, vol.7, pp. 476-489, 1993.
    • (1993) Neuropsychology , vol.7 , pp. 476-489
    • Heller, W.1
  • 10
    • 19544387946 scopus 로고    scopus 로고
    • Changes in EEG alpha power to different disgust elicitors: The specificity of mutilations
    • Jul.
    • M. Sarlo, G. Buodo, S. Poli, and D. Palomba, "Changes in EEG alpha power to different disgust elicitors: The specificity of mutilations," Neurosci. Lett., vol.382, no.3, pp. 291-296, Jul. 2005.
    • (2005) Neurosci. Lett. , vol.382 , Issue.3 , pp. 291-296
    • Sarlo, M.1    Buodo, G.2    Poli, S.3    Palomba, D.4
  • 11
    • 4344603789 scopus 로고    scopus 로고
    • Analysis of evoked EEG synchronization and desynchronization in conditions of emotional activation in humans: Temporal and topographic characteristics
    • L. I. Aftanas, N. V. Reva, A. A. Varlamov, S. V. Pavlov, and V. P.Makhnev, "Analysis of evoked EEG synchronization and desynchronization in conditions of emotional activation in humans: Temporal and topographic characteristics," Neurosci. Behav. Physiol., vol.34, no.8, pp. 859-867, 2004.
    • (2004) Neurosci. Behav. Physiol. , vol.34 , Issue.8 , pp. 859-867
    • Aftanas, L.I.1    Reva, N.V.2    Varlamov, A.A.3    Pavlov, S.V.4    Makhnev, V.P.5
  • 12
    • 33847653447 scopus 로고    scopus 로고
    • Music and emotion: Electrophysiological correlates of the processing of pleasant and unpleasant music
    • Mar.
    • D. Sammler, M. Grigutsch, T. Fritz, and S. Koelsch, "Music and emotion: Electrophysiological correlates of the processing of pleasant and unpleasant music," Psychophysiology, vol.44, no.2, pp. 293-304, Mar. 2007.
    • (2007) Psychophysiology , vol.44 , Issue.2 , pp. 293-304
    • Sammler, D.1    Grigutsch, M.2    Fritz, T.3    Koelsch, S.4
  • 13
    • 0035856402 scopus 로고    scopus 로고
    • Parietal electroencephalogram beta asymmetry and selective attention to angry facial expressions in healthy human subjects
    • Nov.
    • D. J. L. Schutter, P. Putman, E. Hermans, and J. van Honk, "Parietal electroencephalogram beta asymmetry and selective attention to angry facial expressions in healthy human subjects," Neurosci. Lett., vol. 314, no. 1/2, pp. 13-16, Nov. 2001.
    • (2001) Neurosci. Lett. , vol.314 , Issue.1-2 , pp. 13-16
    • Schutter, D.J.L.1    Putman, P.2    Hermans, E.3    Van Honk, J.4
  • 14
    • 38149129527 scopus 로고    scopus 로고
    • Consciousness and arousal effects on emotional face processing as revealed by brain oscillations. A gamma band analysis
    • Jan.
    • M. Balconi and C. Lucchiari, "Consciousness and arousal effects on emotional face processing as revealed by brain oscillations. A gamma band analysis," Int. J. Psychophysiol., vol.67, no.1, pp. 41-46, Jan. 2008.
    • (2008) Int. J. Psychophysiol. , vol.67 , Issue.1 , pp. 41-46
    • Balconi, M.1    Lucchiari, C.2
  • 15
    • 0032936744 scopus 로고    scopus 로고
    • Oscillatory brain theory: A new trend in neuroscience-The role of oscillatory processes in sensory and cognitive functions
    • May/Jun.
    • E. Basar, C. Basar-Eroglu, S. Karakas, and M. Schurmann, "Oscillatory brain theory: A new trend in neuroscience-The role of oscillatory processes in sensory and cognitive functions," IEEE Eng. Med. Biol. Mag., vol.18, no.3, pp. 56-66, May/Jun. 1999.
    • (1999) IEEE Eng. Med. Biol. Mag. , vol.18 , Issue.3 , pp. 56-66
    • Basar, E.1    Basar-Eroglu, C.2    Karakas, S.3    Schurmann, M.4
  • 16
    • 0242637086 scopus 로고    scopus 로고
    • A feeling estimation system using a simple electroencephalograph
    • K. Ishino and M. Hagiwara, "A feeling estimation system using a simple electroencephalograph," in Proc. IEEE Int. Conf. Syst., Man Cybern., 2003, vol.5, pp. 4204-4209.
    • (2003) Proc. IEEE Int. Conf. Syst., Man Cybern. , vol.5 , pp. 4204-4209
    • Ishino, K.1    Hagiwara, M.2
  • 17
    • 33750977056 scopus 로고    scopus 로고
    • Remarks on emotion recognition from bio-potential signals
    • Dec. 13-15
    • K. Takahashi, "Remarks on emotion recognition from bio-potential signals," in Proc. 2nd Int. Conf. Auton. Robots Agents, Dec. 13-15, 2004, pp. 186-191.
    • (2004) Proc. 2nd Int. Conf. Auton. Robots Agents , pp. 186-191
    • Takahashi, K.1
  • 21
    • 70450203454 scopus 로고    scopus 로고
    • Emotion recognition using EEG signals with relative power values and bayesian network
    • Oct.
    • K. E. Ko, H. C. Yang, and K. B. Sim, "Emotion recognition using EEG signals with relative power values and bayesian network," Int. J. Control Autom. Syst., vol.7, no.5, pp. 865-870, Oct. 2009.
    • (2009) Int. J. Control Autom. Syst. , vol.7 , Issue.5 , pp. 865-870
    • Ko, K.E.1    Yang, H.C.2    Sim, K.B.3
  • 22
    • 58149473702 scopus 로고    scopus 로고
    • Analysis of positive and negative emotions in natural scene using brain activity and GIST
    • Jan.
    • Q. Zhang and M. H. Lee, "Analysis of positive and negative emotions in natural scene using brain activity and GIST," Neurocomputing, vol.72, no.4-6, pp. 1302-1306, Jan. 2009.
    • (2009) Neurocomputing , vol.72 , Issue.4-6 , pp. 1302-1306
    • Zhang, Q.1    Lee, M.H.2
  • 23
    • 4644280844 scopus 로고
    • A circumplex model of affect
    • J. A. Russell, "A circumplex model of affect," J. Pers. Soc. Psychol., vol.39, no.6, pp. 1161-1178, 1980.
    • (1980) J. Pers. Soc. Psychol. , vol.39 , Issue.6 , pp. 1161-1178
    • Russell, J.A.1
  • 24
    • 38549164893 scopus 로고    scopus 로고
    • Probabilistic estimation of a novelmusic emotion model
    • Kyoto, Japan
    • T. L.Wu and S.K. Jeng, "Probabilistic estimation of a novelmusic emotion model," in Proc. 14th Int. Multimedia Model. Conf., Kyoto, Japan, 2008, pp. 487-497.
    • (2008) Proc. 14th Int. Multimedia Model. Conf. , pp. 487-497
    • Wu, T.L.1    Jeng, S.K.2
  • 26
    • 48649091697 scopus 로고    scopus 로고
    • Multilayer perceptron for EEG signal classification during listening to emotional music
    • Taipei, Taiwan
    • Y. P. Lin, C. H. Wang, T. L. Wu, S. K. Jeng, and J. H. Chen, "Multilayer perceptron for EEG signal classification during listening to emotional music," in Proc. IEEE Int. Region 10 Conf., Taipei, Taiwan, 2007, pp. 1- 3.
    • (2007) Proc. IEEE Int. Region 10 Conf. , pp. 1-3
    • Lin, Y.P.1    Wang, C.H.2    Wu, T.L.3    Jeng, S.K.4    Chen, J.H.5
  • 27
    • 58049085448 scopus 로고    scopus 로고
    • Support vector machine for EEG signal classification during listening to emotional music
    • Queensland, Australia
    • Y. P. Lin, C. H. Wang, T. L. Wu, S. K. Jeng, and J. H. Chen, "Support vector machine for EEG signal classification during listening to emotional music," in Proc. IEEE Int. Workshop Multimedia Signal Process., Queensland, Australia, 2008, pp. 127-130.
    • (2008) Proc. IEEE Int. Workshop Multimedia Signal Process , pp. 127-130
    • Lin, Y.P.1    Wang, C.H.2    Wu, T.L.3    Jeng, S.K.4    Chen, J.H.5
  • 30
  • 31
    • 33749592391 scopus 로고    scopus 로고
    • Utilizing gamma band to improve mental task based brain-computer interface design
    • Sep.
    • R. Palaniappan, "Utilizing gamma band to improve mental task based brain-computer interface design," IEEE Trans. Neural Syst. Rehabil. Eng., vol.14, no.3, pp. 299-303, Sep. 2006.
    • (2006) IEEE Trans. Neural Syst. Rehabil. Eng. , vol.14 , Issue.3 , pp. 299-303
    • Palaniappan, R.1
  • 32
    • 0036411010 scopus 로고    scopus 로고
    • Hits to the left, flops to the right: Different emotions during listening to music are reflected in cortical lateralisation patterns
    • E. Altenmuller, K. Schurmann, V. K. Lim, and D. Parlitz, "Hits to the left, flops to the right: Different emotions during listening to music are reflected in cortical lateralisation patterns," Neuropsychologia, vol.40, no.13, pp. 2242-2256, 2002.
    • (2002) Neuropsychologia , vol.40 , Issue.13 , pp. 2242-2256
    • Altenmuller, E.1    Schurmann, K.2    Lim, V.K.3    Parlitz, D.4
  • 33
    • 0033653914 scopus 로고    scopus 로고
    • Prefrontal brain electrical asymmetry predicts the evaluation of affective stimuli
    • S. K. Sutton and R. J. Davidson, "Prefrontal brain electrical asymmetry predicts the evaluation of affective stimuli," Neuropsychologia, vol.38, no.13, pp. 1723-1733, 2000.
    • (2000) Neuropsychologia , vol.38 , Issue.13 , pp. 1723-1733
    • Sutton, S.K.1    Davidson, R.J.2
  • 34
    • 2342446576 scopus 로고    scopus 로고
    • What does the prefrontal cortex "do" in affect: Perspectives on frontal EEG asymmetry research
    • Oct.
    • R. J. Davidson, "What does the prefrontal cortex "Do" in affect: Perspectives on frontal EEG asymmetry research," Biol. Psychol., vol. 67, no. 1/2, pp. 219-233, Oct. 2004.
    • (2004) Biol. Psychol. , vol.67 , Issue.1-2 , pp. 219-233
    • Davidson, R.J.1
  • 35
    • 0038808754 scopus 로고    scopus 로고
    • Brain tuned to music
    • Jun.
    • P. E. Andrade and J. Bhattacharya, "Brain tuned to music," J. R. Soc. Med., vol.96, no.6, pp. 284-287, Jun. 2003.
    • (2003) J. R. Soc. Med. , vol.96 , Issue.6 , pp. 284-287
    • Andrade, P.E.1    Bhattacharya, J.2
  • 36
    • 25844469428 scopus 로고    scopus 로고
    • Phase synchrony analysis of EEG during music perception reveals changes in functional connectivity due to musical expertise
    • Nov.
    • J. Bhattacharya and H. Petsche, "Phase synchrony analysis of EEG during music perception reveals changes in functional connectivity due to musical expertise," Signal Process., vol.85, no.11, pp. 2161-2177, Nov. 2005.
    • (2005) Signal Process. , vol.85 , Issue.11 , pp. 2161-2177
    • Bhattacharya, J.1    Petsche, H.2
  • 38
    • 28844477945 scopus 로고    scopus 로고
    • Brain regions involved in the recognition of happiness and sadness in music
    • Dec.
    • S. Khalfa, D. Schon, J. L. Anton, and C. Liegeois-Chauvel, "Brain regions involved in the recognition of happiness and sadness in music," Neuroreport, vol.16, no.18, pp. 1981-1984, Dec. 2005.
    • (2005) Neuroreport , vol.16 , Issue.18 , pp. 1981-1984
    • Khalfa, S.1    Schon, D.2    Anton, J.L.3    Liegeois-Chauvel, C.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.