Using physiology and language cues for modeling verbal response latencies of children with ASD

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2013, Pages 3702-3706

  Chaspari, Theodora ^a   Bone, Daniel ^a   Gibson, James ^a   Lee, Chi Chun ^a   Narayanan, Shrikanth ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

Author keywords

Autism Spectrum Disorders; Electrodermal Activity; Generalized linear regression; Language modeling; Verbal response latency

Indexed keywords

AUTISM SPECTRUM DISORDERS; CHILDREN WITH AUTISMS; CONVERSATIONAL INTERACTION; ELECTRODERMAL ACTIVITY; EMBODIED CONVERSATIONAL AGENT; LANGUAGE MODEL; PHYSIOLOGICAL SIGNALS; VERBAL RESPONSE;

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL LINGUISTICS; SIGNAL PROCESSING;

PHYSIOLOGY;

EID: 84890505608     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2013.6638349     Document Type: Conference Paper

References (26)

1. S. Narayanan and P. G. Georgiou, "Behavioral signal processing: Deriving human behavioral informatics from speech and language," Invited paper. Accepted. Proc. IEEE, 2012.
2. S. E. Tripp, "Childrens verbal turn-taking," Developmental Pragmatics, pp. 391-414, 1979.
3. C. Lord, S. Risi, L. Lambrecht, E. H. Cook Jr., B. L. Leventhal, P. C. DiLavore, A. Pickles, and M. Rutter, "Autism Diagnostic Observation Schedule-Generic: A standard measure of social and communication deficits associated with the spectrum of autism," Journal of Autism and Developmental Disorders, vol. 30, pp. 205-223, 2000.
4. E. Mower, M. Black, E. Flores, M. Williams, and S. Narayanan, "Rachel: Design of an emotionally targeted interactive agent for children with autism," ICME, Barcelona, Spain, July 2011.
5. E. Weismer and S. Schraeder, "Discourse characteristics and verbal reasoning: Wait time effects on the performance of children with language learning disabilities," Exceptionality Education Canada, vol. 3, pp. 71-92, 1993.
6. M. S. Goodwin, J. Groden, W. F. Velicer, L. P. Lipsitt, M. G. Baron, S. G. Hofmann, and G. Groden, "Cardiovascular arousal in individuals with autism," Focus on autism and other developmental disabilities, vol. 321, pp. 100-123, 2006.
7. H. D. Critchley, "Electrodermal responses: what happens in the brain," Neuroscientist, vol. 8, pp. 132-142, 2002.
8. R.W. Picard, "Future affective technology for autism and emotion communication," Phil. Trans. R. Soc., vol. 364, pp. 3575-3584, 2009.
9. T. B. Brazelton, B. Koslowski, and M. Main, "The origins of reciprocity: the early mother-infant interaction," in The effect of the infant on its caregiver, pp. 49-76. New York: Wiley, 1974.
10. R. Feldman, "Parent-infant synchrony: Biological foundations and developmental outcomes," Current directions in psychological science, vol. 16, pp. 340-345, 2007.
11. C. M. Atance, D. M. Bernstein, and A.N. Meltzoff, "Thinking about false belief: Its not just what children say, but how long it takes them to say it," Cognition, vol. 116, pp. 297301, 2010.
12. J. L. Evans and K. Viele, "Response latency and verbal complexity: stochastic models of individual differences in children with specific language impairments," Journal of Speech, Language and Hearing Research, vol. 40, pp. 754-764, 1997.
13. P. A. Heeman, R. Lunsford, E. Selfridge, L. Black, and J. van Santen, "Autism and interactional aspects of dialogue," Proceedings of the SIGDIAL 2010 Conference, 2010.
14. G. E. Schwartz, "Psychobiology of repression and health: a systems approach," in Singer, J. L., Repression and Dissociation: Implications for Personality Theory, Psychopathology and Health, pp. 405-470. The University of Chicago Press, 1995.
15. T. Chaspari, C. C. Lee, and S. Narayanan, "Interplay between verbal response latency and physiology of children with autism during ECA interactions," Proceedings of InterSpeech, Portland, OR, 2012.
16. D. Bone, M. P. Black, C. C. Lee, M. E. Williams, P. Levitt, S. Lee, and S. Narayanan, "Spontaneous-speech acousticprosodic features of children with autism and the interacting psychologist," Proceedings of InterSpeech, Portland, OR, 2012.
17. R. Gupta, C. C. Lee, D. Bone, S. Lee, and S. Narayanan, "Acoustical analysis of engagement behavior in children," Proceedings of Workshop on Child, Computer and Interaction (WOCCI), 2012.
18. C. C. Lee, A. Katsamanis, M. P. Black, B. R. Baucom, A. Christensen, P. G. Georgiou, and S. S. Narayanan, "Computing vocal entrainment: A signal-derived PCA-based quantification scheme with application to affect analysis in married couple interactions," In Press: Computer Speech and Language, 2012.
19. M. Z. Poh, N. C. Swenson, and R. W. Picard, "A wearable sensor for unobtrusive, long-term assessment of electrodermal activity," IEEE Trans. on Biomedical Engineering, vol. 57, pp. 1243-1252, 2010.
20. J. W. Pennebaker, M. E. Francis, and Booth R. J., "Linguistic inquiry and word count (LIWC): LIWC2001," Mahwah: Lawrence Erlbaum Associates, 2001.
21. H. H. Clark and J. E. F. Tree, "Using uh and um in spontaneous speaking," Cognition, vol. 84, pp. 73-111, 2002.
22. S. Koelstra, C. Muhl, Yazdani Lee, J. S., T. A., Ebrahimi, T. Pun, A. Nijholt, and A. Patras, "DEAP: A database for emotion analysis using physiological signals," IEEE Trans. on Affective Computing, Special Issue on Naturalistic Affect Resources for System Building and Evaluation, vol. 3, pp. 18-31, 2011.
23. R. O. Duda, P. E. Hart, and D. G. Stork, "Multiple discriminant analysis," in Pattern Classification. JohnWiley &Sons, second edition, 2000.
24. P. McCullagh and J. A. Nelder., "The components of a generalized linear model," in Generalized Linear Models. New York: Chapman &Hall, second edition, 1989.
25. A. J. Dobson, "Exponential family and generalized linear models," in An Introduction to Generalized Linear Models. New York: Chapman &Hall, second edition, 2002.
26. S. A. Schoen, L. J. Miller, B. Brett-Green, and S. L. Hepburn, "Psychophysiology of children with autism spectrum disorder," Research in Autism Spectrum Disorders, vol. 2, pp. 417-429, 2008.