Investigation of combining SVM and decision tree for emotion classification

Proceedings - Seventh IEEE International Symposium on Multimedia, ISM 2005

Volumn 2005, Issue , 2005, Pages 540-544

  Thao, Nguyen ^a   Mingkun, Li ^b   Bass, Iris ^c   Sethi, Ishwar K ^d  

^a UNIVERSITY OF MASSACHUSETTS LOWELL   (United States)

^b DOE JOINT GENOME INSTITUTE   (United States)

^c Macomb Community College   (United States)

^d OAKLAND UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DECISION TREE; EMOTION CLASSIFICATION; SPEAKING RATES; SUPPORT VECTOR MACHINES;

CLASSIFICATION (OF INFORMATION); COMPUTER SIMULATION; DATABASE SYSTEMS; DECISION THEORY; FEATURE EXTRACTION; LEARNING SYSTEMS; NATURAL FREQUENCIES;

SPEECH RECOGNITION;

EID: 33846281925     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISM.2005.72     Document Type: Conference Paper

References (11)

1. E.Bauer, R.Kohavi. An empirical comparison of voting classification algorithms: bagging, boosting, and variants. Machine Learning, 36: 105-142, 1999.
2. L.Breiman, J.Friedman, R.Olshen, C. J.Stone. Classification and Regression Trees. Wadsworth Int.l Group, Belmont, CA, 1984.
3. J.Deller, J.Proakis, J.Hansen. Discrete-Time Processing of Speech Signals. Macmillian, 1993.
4. R.O.Duda, P.E.Hart, D.G.Stork. Pattern Classification. John Wiley & Sons, 2000.
5. J.H.Friedman. On bias, variance. 0/1-loss, and the curse-of- dimensionality. Data Mining and Knowledge Discovery, 1(1):55-77, 1997.
6. T.Joachims. Making large-scale SVM learning practical. Advances in Kernel Methods - Support Vector Learning, MIT Press, Cambridge, USA, 1999.
7. O.W.Kwon, K.Chan, J.Hao, T.W.Lee. Emotion recognition by speech signals. Pro.EUROSPEECH 2003, Geneva, Switzerland, Sept. 2003.
8. M.Perrone, L.N.Copper. When networks disagree: ensemble methods for hybrid neural networks. Artificial Neural Networks for Speech and Vision, pp 126-142, Chapman & Hall, London, 1993.
9. V.Petrushin. Emotion recognition in speech signal: experimental study, development, and application. Proceedings of the Sixth International Conference on Spoken Language Processing(ICSLP 2000), 2001.
10. L.Rabiner, R.Schafer. Digital Processing of Speech Signals. Prentice-Hall, 1978.
11. S.Yacoub, S.Simske, X.Lin, J.Burns. Recognition of emotions in interactive voice response systems. Tech. Rep., HPL-2003-136, 2003.