Speaker State Classification based on fusion of asymmetric SIMPLS and Support Vector Machines

Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH

Volumn , Issue , 2011, Pages 3301-3304

  Huang, Dong Yan ^a   Sam Ge, Shuzhi ^b   Zhang, Zhengchen ^b  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Asymmetric SIMPLS; Fusion; Intoxication; Sleepiness; Speaker state challenge; SVMs

Indexed keywords

ASYMMETRIC SIMPLS; INTOXICATION; SLEEPINESS; SPEAKER STATE CHALLENGE; SVMS;

CLASSIFICATION (OF INFORMATION); FUSION REACTIONS;

SUPPORT VECTOR MACHINES;

EID: 84865765897     PISSN: None     EISSN: 19909772     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. B. Schuller, S. Steidl, A. Batliner, F. Schiel, and J. Krajewski, "The INTERSPEECH 2011 Speaker State Challenge," in Interspeech (2011), (Florence, Italy), ISCA, 2011.
2. G. Wu and E. Y. Chang, "Kba: Kernel boundary alignment considering imbalanced data distribution," IEEE Transactions on Knowledge and Data Engineering, vol. 17, pp. 786-795, 2005.
3. H. He and E. Garcia, "Learning from imbalanced data," IEEE Transactions on Knowledge and Data Engineering, vol. 21, pp. 1263 - 1284, 2009.
4. S. de Jong, "SIMPLS: an alternative approach to partial least squares regression," Chemometrics and Intelligent Laboratory Systems, vol. 18, no. 3, pp. 251-263, 1993.
5. N. Brummer, "Focal multiclass toolkit." http://niko.brummer. googlepages.com/focalmulticlass.
6. B. Schuller, S. Steidl, A. Batliner, F. Burkhardt, L. Devillers, C. M "uller, and S. Narayanan, "The INTERSPEECH 2010 paralinguistic challenge," in Eleventh Annual Conference of the International Speech Communication Association, 2010.
7. B. Schuller, S. Steidl, and A. Batliner, "The interspeech 2009 emotion challenge," in Tenth Annual Conference of the International Speech Communication Association, 2009.