메뉴 건너뛰기




Volumn 49, Issue 2, 2007, Pages 98-112

Ensemble methods for spoken emotion recognition in call-centres

Author keywords

Affect recognition; Emotion recognition; Ensemble methods; Speech databases; Speech processing

Indexed keywords

HUMAN COMPUTER INTERACTION; INTERACTIVE COMPUTER SYSTEMS; INTERFACES (COMPUTER); PATTERN RECOGNITION; SPEECH INTELLIGIBILITY; SPEECH PROCESSING; SPEECH SYNTHESIS;

EID: 33846952503     PISSN: 01676393     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.specom.2006.11.004     Document Type: Article
Times cited : (291)

References (54)
  • 1
    • 0025725905 scopus 로고
    • Instance-based learning algorithms
    • Aha D., and Kibler D. Instance-based learning algorithms. Machine Learning 6 (1991) 37-66
    • (1991) Machine Learning , vol.6 , pp. 37-66
    • Aha, D.1    Kibler, D.2
  • 5
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • Blum A., and Langley P. Selection of relevant features and examples in machine learning. Aritificial Intelligence 97 (1997) 245-271
    • (1997) Aritificial Intelligence , vol.97 , pp. 245-271
    • Blum, A.1    Langley, P.2
  • 6
    • 0036171504 scopus 로고    scopus 로고
    • Recognition of affective communicative intent in robot-directed speech
    • Breazeal C., and Aryananda L. Recognition of affective communicative intent in robot-directed speech. Autonomous Robots 12 (2002) 83-104
    • (2002) Autonomous Robots , vol.12 , pp. 83-104
    • Breazeal, C.1    Aryananda, L.2
  • 7
  • 8
    • 33847006060 scopus 로고    scopus 로고
    • *: An instance-based learner using and entropic distance measure. In: ICML, 1995, pp. 108-114.
  • 10
    • 33846998792 scopus 로고    scopus 로고
    • Cowan, M., xxx. Pitch and intensity characteristics of stage speech, Arch. Speech, Supplement to December Issue.
  • 11
    • 0002376087 scopus 로고
    • Personality, perceptual, and cognitive correlates of emotional sensitivity
    • Davitz J.R. (Ed), McGraw-Hill, New York
    • Davitz J.R. Personality, perceptual, and cognitive correlates of emotional sensitivity. In: Davitz J.R. (Ed). The Communication of Emotional Meaning (1964), McGraw-Hill, New York
    • (1964) The Communication of Emotional Meaning
    • Davitz, J.R.1
  • 12
    • 0030353343 scopus 로고    scopus 로고
    • Dellaert, F., Polzin, T., Waibel, A., 1996. Recognizing emotion in speech. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP 1996), Philadelphia, PA, pp. 1970-1973.
  • 13
    • 33846989112 scopus 로고    scopus 로고
    • Devillers, L., Vasilescu, I., Lamel, L., 2002. Annotation and detection of emotion in a task-oriented human-human dialog corpus. In: Proceedings of ISLE Workshop on Dialogue Tagging, Edinburgh.
  • 14
    • 33846971769 scopus 로고    scopus 로고
    • Dieterle, F., 2003. Multianalyte quantifications by means of integration of artificial neural networks, genetic algorithms and chemometrics for time-resolved analytical data, Ph.D. thesis.
  • 15
    • 0042434885 scopus 로고    scopus 로고
    • Ensemble learning
    • Arbib M.A. (Ed), The MIT Press, Cambridge, Massachusetts
    • Dietterich T.G. Ensemble learning. In: Arbib M.A. (Ed). The Handbook of Brain Theory and Neural Networks (2002), The MIT Press, Cambridge, Massachusetts 405-408
    • (2002) The Handbook of Brain Theory and Neural Networks , pp. 405-408
    • Dietterich, T.G.1
  • 16
    • 85047670899 scopus 로고    scopus 로고
    • On the universality and cultural specificity of emotion recognition: a meta-analysis
    • Elfenbein H.A., and Ambady N. On the universality and cultural specificity of emotion recognition: a meta-analysis. Psychological Bulletin 128 (2002) 203-235
    • (2002) Psychological Bulletin , vol.128 , pp. 203-235
    • Elfenbein, H.A.1    Ambady, N.2
  • 17
    • 85131704729 scopus 로고    scopus 로고
    • Emmanouilidis, C., Hunter, A., MacIntyre, J., Cox, C., 1999. Multiple-criteria genetic algorithms for feature selection in neurofuzzy modeling. In: Proceedings of the International Joint Conference on Neural Networks, Washington, USA, pp. 4387-4392.
  • 18
    • 0001988171 scopus 로고
    • An experimental study of the durational characteristics of the voice during the expression of emotion
    • Fairbanks G., and Hoaglin L.W. An experimental study of the durational characteristics of the voice during the expression of emotion. Speech Monograph 8 (1941) 85-91
    • (1941) Speech Monograph , vol.8 , pp. 85-91
    • Fairbanks, G.1    Hoaglin, L.W.2
  • 19
    • 0001988169 scopus 로고
    • An experimental study of the pitch characteristics of the voice during the expression of emotion
    • Fairbanks G., and Pronovost W. An experimental study of the pitch characteristics of the voice during the expression of emotion. Speech Monograph 6 (1939) 87-104
    • (1939) Speech Monograph , vol.6 , pp. 87-104
    • Fairbanks, G.1    Pronovost, W.2
  • 20
    • 0017795674 scopus 로고
    • A new method of investigating the perception of prosodic features
    • Fonagy I. A new method of investigating the perception of prosodic features. Language and Speech 21 (1978) 34-49
    • (1978) Language and Speech , vol.21 , pp. 34-49
    • Fonagy, I.1
  • 21
    • 33847001425 scopus 로고    scopus 로고
    • Fonagy, I., 1981. Emotions, voice and music. In: Sundberg, J. (Eds.), Research Aspects on Singing, Royal Swedish Academy of Music No. 33, pp. 51-79.
  • 22
    • 0000606280 scopus 로고
    • Emotional patterns in intonation and music
    • Fonagy I., and Magdics K. Emotional patterns in intonation and music. Kommunikationsforsch 16 (1963) 293-326
    • (1963) Kommunikationsforsch , vol.16 , pp. 293-326
    • Fonagy, I.1    Magdics, K.2
  • 23
    • 0022600424 scopus 로고
    • The prosodic expression of anger: differentiating thread and frustration
    • Frick R.W. The prosodic expression of anger: differentiating thread and frustration. Aggressive Behaviour 12 (1986) 121-128
    • (1986) Aggressive Behaviour , vol.12 , pp. 121-128
    • Frick, R.W.1
  • 27
    • 85009062520 scopus 로고    scopus 로고
    • Huber, R., Batliner, A., Buckow, J., Noth, E., Warnke, V., Niemann, H., 2000. Recognition of emotion in a realistic dialogue scenario. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP 2000), Vol. 1, Beijing, China, pp. 665-668.
  • 29
    • 33846949860 scopus 로고    scopus 로고
    • Lee, C.M., Narayanan, S., xxx. Towards detecting emotion in spoken dialogs 13 (2).
  • 30
    • 85009063582 scopus 로고    scopus 로고
    • Lee, C.M., Yildirim, S., Bulut, M., Kazemzadeh, A., Busso, C., Deng, Z., Lee, S., Narayanan, S., 2004. Emotion recognition based on phoneme classes. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP 2004), Jeju Island, Korea.
  • 31
    • 33745195010 scopus 로고    scopus 로고
    • Using context to improve emotion detection in spoken dialog systems
    • Liscombe J., Riccardi G., and Hakkani-Tnr D. Using context to improve emotion detection in spoken dialog systems. Interspeech (2005) 1845-1848
    • (2005) Interspeech , pp. 1845-1848
    • Liscombe, J.1    Riccardi, G.2    Hakkani-Tnr, D.3
  • 32
    • 33846954167 scopus 로고    scopus 로고
    • McGilloway, S., Cowie, R., Douglas-Cowie, E., Gielen, S., Westerdijk, M., Stroeve, S., 2000. Approaching automatic recognition of emotion from voice: a rough benchmark. In: Proceedings of the ISCA Workshop on Speech and Emotion, Belfast, Northern Ireland, pp. 200-205.
  • 33
    • 0027447292 scopus 로고
    • Toward the simulation of emotion in synthetic speech: a review of the literature on human vocal emotion
    • Murray I., and Arnott J. Toward the simulation of emotion in synthetic speech: a review of the literature on human vocal emotion. Journal of the Acoustical Society of America 93 (1993) 1097-1108
    • (1993) Journal of the Acoustical Society of America , vol.93 , pp. 1097-1108
    • Murray, I.1    Arnott, J.2
  • 34
    • 0032673260 scopus 로고    scopus 로고
    • Nakatsu, R., Nicholson, J., Tosa, N., 1999. Emotion recognition and its application to computer agents with spontaneous interactive capabilities. In: Proceedings of the International Conference on Multimedia Computing and Systems, Florence, Italy.
  • 35
    • 33846994534 scopus 로고    scopus 로고
    • Nwe, T.L., 2003. Analysis and detection of human emotion and stress from speech signals, Ph.D. thesis, Department of Electrical and Computer Engineering, National University of Singapore.
  • 36
    • 0242721417 scopus 로고    scopus 로고
    • Speech emotion recognition using hidden markov models
    • Nwe T.L., Foo S.W., and De Silva L.C. Speech emotion recognition using hidden markov models. Speech Communication 41 (2003) 603-623
    • (2003) Speech Communication , vol.41 , pp. 603-623
    • Nwe, T.L.1    Foo, S.W.2    De Silva, L.C.3
  • 38
    • 84928451311 scopus 로고
    • The identification of the mood of a speaker by hearing impaired listeners
    • Oster A., and Risberg A. The identification of the mood of a speaker by hearing impaired listeners. Speech Transmission Lab. - Q. Prog. Stat. Rep. 4 (1986) 79-90
    • (1986) Speech Transmission Lab. - Q. Prog. Stat. Rep. , vol.4 , pp. 79-90
    • Oster, A.1    Risberg, A.2
  • 39
    • 85009080929 scopus 로고    scopus 로고
    • Petrushin, V., 2000. Emotion recognition in speech signal: experimental study, development, and application. In: Proceedings of the Sixth International Conference on Spoken Language Processing (ICSLP 2000), Beijing, China.
  • 40
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • Schoelkopf B., Burges C., and Smola A. (Eds), MIT Press, Cambridge, Massachusetts
    • Platt J. Fast training of support vector machines using sequential minimal optimization. In: Schoelkopf B., Burges C., and Smola A. (Eds). Advances in Kernel Methods - Support Vector Learning (1998), MIT Press, Cambridge, Massachusetts
    • (1998) Advances in Kernel Methods - Support Vector Learning
    • Platt, J.1
  • 41
    • 33846946956 scopus 로고    scopus 로고
    • Polzin, T.S., Waibel, A., 2000. Emotion-sensitive human-computer interfaces. In: Proceedings of the ISCA Workshop on Speech and Emotion, Belfast, Northern Ireland.
  • 43
    • 23044497449 scopus 로고    scopus 로고
    • Emotional intelligence: what do we know?
    • Manstead A.S.R., Frijda N.H., and Fischer A.H. (Eds), Cambridge University Press, Cambridge, UK
    • Salovey P., Kokkonen M., Lopes P., and Mayer J. Emotional intelligence: what do we know?. In: Manstead A.S.R., Frijda N.H., and Fischer A.H. (Eds). Feelings and Emotions: The Amsterdam Symposium (2004), Cambridge University Press, Cambridge, UK 321-340
    • (2004) Feelings and Emotions: The Amsterdam Symposium , pp. 321-340
    • Salovey, P.1    Kokkonen, M.2    Lopes, P.3    Mayer, J.4
  • 44
    • 33846964307 scopus 로고    scopus 로고
    • Scherer, K.R., 1996. Adding the affective dimension: a new look in speech analysis and synthesis. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP 1996), Philadelphia, PA.
  • 45
    • 0037384712 scopus 로고    scopus 로고
    • Vocal communication of emotion: a review of research paradigms
    • Scherer K.R. Vocal communication of emotion: a review of research paradigms. Speech Communication 40 (2003) 227-256
    • (2003) Speech Communication , vol.40 , pp. 227-256
    • Scherer, K.R.1
  • 46
    • 33847004517 scopus 로고    scopus 로고
    • Seewald, A.K., 2002. How to make stacking better and faster while also taking care of an unknown weakness. In: Proceedings of the 19th International Conference on Machine Learning, San Francisco, California.
  • 47
    • 0036609602 scopus 로고    scopus 로고
    • Relationships between combination methods and measures of diversity in combining classifiers
    • Shipp C.A., and Kuncheva L.I. Relationships between combination methods and measures of diversity in combining classifiers. Information Fusion 3 (2002) 135-148
    • (2002) Information Fusion , vol.3 , pp. 135-148
    • Shipp, C.A.1    Kuncheva, L.I.2
  • 48
    • 0002592382 scopus 로고
    • A calibrated recording and analysis of the pitch, force and quality of vocal tones expressing happiness and sadness
    • Skinner E.R. A calibrated recording and analysis of the pitch, force and quality of vocal tones expressing happiness and sadness. Speech Monograph 2 (1935) 81-137
    • (1935) Speech Monograph , vol.2 , pp. 81-137
    • Skinner, E.R.1
  • 49
    • 0001455934 scopus 로고
    • A robust algorithm for pitch tracking (rapt)
    • Kleijn W., and Paliwal K. (Eds), Elsevier Science B.V., The Netherlands
    • Talkin D. A robust algorithm for pitch tracking (rapt). In: Kleijn W., and Paliwal K. (Eds). Speech Coding and Synthesis (1995), Elsevier Science B.V., The Netherlands 495-518
    • (1995) Speech Coding and Synthesis , pp. 495-518
    • Talkin, D.1
  • 50
    • 85027109147 scopus 로고    scopus 로고
    • Vafaie, H., De Jong, K., 1992. Genetic algorithms as a tool for feature selection in machine learning. In: Proceedings of the 4th International Conference on Tools with Artificial Intelligence, Arlington, VA.
  • 53
    • 0026692226 scopus 로고
    • Stacked generalization
    • Wolpert D.H. Stacked generalization. Neural Networks 5 (1992) 241-260
    • (1992) Neural Networks , vol.5 , pp. 241-260
    • Wolpert, D.H.1
  • 54
    • 84947280249 scopus 로고    scopus 로고
    • Yacoub, S., Simske, S., Lin, X., Burns, J., 2003. Recognition of emotion in interactive voice systems. In: Proceedings of Eurospeech 2003, 8th European Conference on Speech Communication and Technology, Geneva, Switzerland.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.