Modulation spectrum analysis for speaker personality trait recognition

13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012

Volumn 1, Issue , 2012, Pages 278-281

  Ivanov, Alexei V ^a   Chen, Xin ^a  

^a PEARSON   (United States)

Author keywords

Feature selection; Modulation spectrum analysis; Speech characterization

Indexed keywords

FEATURE SUBSET; INDIVIDUAL FEATURES; KOLMOGOROV-SMIRNOV; MODULATION SPECTRUM; PERSONALITY TRAITS; SELECTION METHODS; SPARSE FEATURES; SPECTRAL FEATURE;

CHARACTERIZATION; FEATURE EXTRACTION; SPECTRUM ANALYSIS; STATISTICAL TESTS;

MODULATION;

EID: 84878410744     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. T. Polzehl, S. Moeller, and F. Metze, "Automatically assessing acoustic manifestations of personality in speech," in Spoken Language Technology Workshop, 2010 IEEE, 2010, pp. 7-12.
2. -, "Automatically assessing personality from speech," in Proceedings of the 2010 IEEE Fourth International Conference on Semantic Computing, ser. ICSC '10. Washington, DC, USA: IEEE Computer Society, 2010, pp. 134-140.
3. -, "Modeling speaker personality using voice," in Proc. Interspeech 2011, pp. 2369-2372, Florence, Italy, 2011.
4. A. V. Ivanov, G. Riccardi, A. J. Sporka, and J. Franc, "Recognition of personality traits from human spoken conversations," in Proc. Interspeech 2011, pp. 1549-1552, Florence, Italy, 2011.
5. B. Schuller, S. Steidl, A. Batliner, E. Noeth, A. Vinciarelli, F. Burkhardt, R. van Son, F. Weninger, F. Eyben, G. Bocklet, T. Mohammadi, and B. Weiss, "The interspeech 2012 speaker trait challenge," in Proc. Interspeech 2012, ISCA, Portland, OR, USA, 2012.
6. J. Digman, "Personality structure: emergence of the five factor model," Annual Review of Psychology, vol. 41, pp. 417-40, 1990.
7. N. Mesgarani, M. Slaney, and S. A. Shamma, "Discrimination of Speech from Nonspeech Based on Multiscale Spectrotemporal Modulations," IEEE Transactions on Audio, Speech, and Language Processing, vol. 14, pp. 920-930, May 2006.
8. J.-H. Bach, B. Kollmeier, and J. Anemüller, "Modulation-Based Detection of Speech in Real Background Noise: Generalization to Novel Background Classes," in Proc. of Int. Conf. on Acoust. Speech and Signal Processing (ICASSP), March 2010, pp. 41-44.
9. A. V. Ivanov and G. Riccardi, "Automatic turn segmentation in spoken conversations," in Proc. of Interspeech'2010, Makuhari, Japan, 2010.
10. S. Greenberg and B. Kingsbury, "The modulation spectrogram: in pursuit of an invariant representation of speech," in Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on, vol. 3, apr 1997, pp. 1647-1650 vol. 3.
11. T. Kinnunen and H. Li, "An overview of text-independent speaker recognition: From features to supervectors," Speech Communication, vol. 52, no. 1, pp. 12-40, 2010.
12. A. V. Ivanov and G. Riccardi, "Kolmogorov-Smirnov test for feature selection in emotion recognition from speech," in Proc. of ICASSP'2012, Kioto, Japan, 2012.
13. R. Lopes, I. Reid, and P. Hobson, "The two-dimensional Kolmogorov-Smirnov test," in Proc. XI Int. Workshop on Adv. Computing and Analysis Tech. in Physics Res., April 2007.
14. R. Schapire and Y. Singer, "Boostexter: A boosting-based system for text categorization," in Mach. Learn., 2000, pp. 135-168.