Intoxicated speech detection: A fusion framework with speaker-normalized hierarchical functionals and GMM supervectors

Computer Speech and Language

Volumn 28, Issue 2, 2014, Pages 375-391

  Bone, Daniel ^a   Li, Ming ^a   Black, Matthew P ^a   Narayanan, Shrikanth S ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

Cognitive and motor load; GMM supervectors; Hierarchical features; Intoxication detection; Speaker normalization; Speaker state

Indexed keywords

ALCOHOL INTOXICATION; COMPUTATIONAL RESEARCHES; GMM SUPERVECTORS; HIERARCHICAL FEATURES; MULTIPLE REPRESENTATION; SPEAKER NORMALIZATION; SPEAKER STATE; SPEECH DETECTION;

HUMAN COMPUTER INTERACTION; SOFTWARE ENGINEERING;

SPEECH RECOGNITION;

EID: 84890555108     PISSN: 08852308     EISSN: 10958363     Source Type: Journal    
DOI: 10.1016/j.csl.2012.09.004     Document Type: Article

References (38)

1. B. Abroms, and M. Fillmore Alcohol induced impairment of inhibitory mechanisms involved in visual search Experimental and Clinical Psychopharmacology 12 2004 243 250
2. S. Barfusser, and F. Schiel Disfluencies in alcoholized speech IAFPA Annual Conference 2010
3. B. Baumeister, and F. Schiel On the effect of alcoholisation on fundamental frequency IAFPA Annual Conference 2010
4. D.M. Behne, S.M. Rivera, and D.B. Pisoni Effects of alcohol on speech: durations of isolated words, sentences, and passages Research on Speech Perception 17 1991 285 301
5. M. Black, J. Tepperman, and S.S. Narayanan Automatic prediction of children's reading ability for high-level literacy assessment IEEE Transactions on Acoustics, Speech and Language Processing 19 2011 1015 1028
6. M.P. Black, A. Katsamanis, B.R. Baucom, C.C. Lee, A.C. Lammert, A. Christensen, P.G. Georgiou, and S.S. Narayanan Toward automating a human behavioral coding system for married couples' interactions using speech acoustic features Speech Communication 2011 10.1016/j.specom.2011.12.003
7. M.P. Black, A. Katsamanis, C.C. Lee, A.C. Lammert, B.R. Baucom, A. Christensen, P.G. Georgiou, and S.S. Narayanan Automatic classification of married couples' behavior using audio features Proceedings of Interspeech 2010 2030 2033
8. P. Boersma Praat, a system for doing phonetics by computer Glot International 5 2001 341 345
9. D. Bone, M.P. Black, M. Li, A. Metallinou, S. Lee, and S.S. Narayanan Intoxicated speech detection by fusion of speaker normalized hierarchical features and GMM supervectors Proceedings of Interspeech 2011 3217 3220
10. L. Burget, P. Matejka, P. Schwarz, O. Glembek, and J. Cernocky Analysis of feature extraction and channel compensation in a GMM speaker recognition system IEEE Transactions on Acoustics, Speech and Language Processing 15 2007 1979 1986
11. C. Busso, A. Metallinou, and S. Narayanan Iterative feature normalization for emotional speech detection Proceedings of ICASSP 2011 5692 5695
12. W. Campbell, D. Sturim, D. Reynolds, and A. Solomono SVM-based speaker verification using a GMM supervector kernel and NAP variability compensation Proceedings of ICASSP 2006
13. F. Castaldo, D. Colibro, E. Dalmasso, P. Laface, and C. Vair Compensation of nuisance factors for speaker and language recognition IEEE Transactions on Audio, Speech, and Language Processing 15 2007 1969 1978
14. C.C. Chang, and C.J. Lin LIBSVM: a library for support vector machines ACM Transactions on Intelligent Systems and Technology 2 2011 1 27
15. F. Eyben, M. Wöllmer, and B. Schuller openSMILE - the Munich versatile and fast open-source audio feature extractor ACM Multimedia Firenze, Italy 2010 1459 1462
16. R.E. Fan, K.W. Chang, C.J. Hsieh, X.R. Wang, and C.J. Lin LIBLINEAR: a library for large linear classification Journal of Machine Learning Research 9 2008 1871 1874
17. N. Galbraith Alcohol: its effect on handwriting Journal of Forensic Science 31 1986 580 588
18. I. Hindmarch, J. Kerr, and N. Sherwood The effects of alcohol and other drugs on psychomotor performance and cognitive function Alcohol and Alcoholism 26 1991
19. H. Hollien, G. DeJong, C.A. Martin, R. Schwartz, and K. Liljegren Effects of ethanol intoxication on speech suprasegmentals Journal of the Acoustical Society of America 110 2001 3198 3206
20. H. Hollien, J.D. Harnsberger, C.A. Martin, R. Hill, and G.A. Alderman Perceiving the effects of ethanol intoxication on voice Journal of Voice 23 2009 552 559
21. F. Honig, A. Batliner, and E. Noth Does it groove or does it stumble - automatic classification of alcoholic intoxication using prosodic features Proceedings of Interspeech 2011 3225 3228
22. P. Kenny, D. Reynolds, and F. Castaldo Diarization of telephone conversations using factor analysis IEEE Journal of Selected Topics in Signal Processing 4 2010 1059 1070
23. J. Krajewski, A. Batliner, and M. Golz Acoustic sleepiness detection: framework and validation of a speech-adapted pattern recognition approach Behavior Research Materials 41 2009 795 804
24. C.C. Lee, A. Katsamanis, M. Black, B. Baucom, P. Georgiou, and S. Narayanan An analysis of PCA-based vocal entrainment measures in married couples' affective spoken interactions Proceedings of Interspeech 2011 3101 3104
25. Levit, M.; Huber, R.; Batliner, A.; North, E.; 2001. Use of prosodic speech characteristics for automated detection of alcohol intoxication. ISCA Tutorial and Research Workshop on Prosody in Speech Recognition and Understanding.
26. M. Li, K.J. Han, and S. Narayanan Automatic speaker age and gender recognition using acoustic and prosodic level information fusion Computer Speech and Language 27 1 2013 151 167
27. M. Li, A. Metallinou, D. Bone, and S. Narayanan Speaker states recognition using latent factor analysis based eigenchannel factor vector modeling Proceedings of ICASSP 2012
28. D.B. Pisoni, and C.S. Martin Effects of alcohol on the acoustic-phonetic properties of speech: perceptual and acoustic analyses Alcoholism: Clinical and Experimental Research 13 1989 577 587
29. F. Schiel Perception of alcoholic intoxication in speech Proceedings of Interspeech 2011 3281 3284
30. F. Schiel, and C. Heinrich Laying the foundation for in-car alcohol detection by speech Proceedings of Interspeech 2009 983 986
31. F. Schiel, C. Heinrich, and S. Barfüsser Alcohol Language Corpus - the first public corpus of alcoholized German speech Language Resources and Evaluation 2011
32. F. Schiel, C. Heinrich, and V. Neumeyer Rhythm and formant features for automatic alcohol detection Proceedings of Interspeech 2010 458 461
33. B. Schuller, S. Steidl, A. Batliner, F. Schiel, and J. Krajewski The INTERSPEECH 2011 Speaker State Challenge Proceedings of Interspeech 2011 3201 3204
34. B. Schuller, M. Wimmer, L. Mosenlechner, C. Kern, D. Arsic, and G. Rigoll Brute-forcing hierarchical functionals for paralinguistics: a waste of feature space? Proceedings of ICASSP 2008 4501 4504
35. T.A. Schweizer, P. Jolicoeur, M. Vogel-Sprott, and M.J. Dixon Fast, but error-prone, responses during acute alcohol intoxication: effects of stimulus-response mapping complexity Alcoholism: Clinical and Experimental Research 28 2004 643 649
36. Sigmund, and Zelinka Analysis of voiced speech excitation due to alcohol intoxication Information Technology and Control 40 2011 145 150
37. L.C. Sobell, and M.B. Sobell Effects of alcohol on the speech of alcoholics Journal of Speech and Hearing Research 15 1972 861 868
38. X. Zhang, X. Lu, Q. Shi, X. Qin Xu, H. Chiu E. Leung, L.N. Harris, J.D. Iglehart, A. Miron, J.S. Liu, and W.H. Wong Recursive SVM feature selection and sample classification for mass-spectrometry and microarray data BMC Bioinformatics 7 2006 197 209