A non-homogeneous poisson process model of Skin Conductance Responses integrated with observed regulatory behaviors for Autism intervention

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

Volumn , Issue , 2014, Pages 1611-1615

  Chaspari, Theodora ^a   Goodwin, Matthew ^b   Wilder Smith, Oliver ^b   Gulsrud, Amanda ^c   Mucchetti, Charlotte A ^c   Kasari, Connie ^c   Narayanan, Shrikanth ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b NORTHEASTERN UNIVERSITY   (United States)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Autism Intervention; Electrodermal Activity; Non homogeneous Poisson Process; Regulation; Residual Analysis; Skin Conductance Response

Indexed keywords

DISEASES; PHYSIOLOGY;

AUTISM INTERVENTION; ELECTRODERMAL ACTIVITY; NON-HOMOGENEOUS POISSON PROCESS; REGULATION; RESIDUAL ANALYSIS; SKIN CONDUCTANCE;

SIGNAL PROCESSING;

EID: 84905230330     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2014.6853870     Document Type: Conference Paper

References (26)

1. S. J. Rogers and L. A. Vismara, "Evidence-based comprehensive treatments for early autism," Journal of Clinical Child & Adolescent Psychology, vol. 37, no. 1, pp. 8-38, 2008.
2. B. Reichow and F. R. Volkmar, "Social skills interventions for individuals with autism: evaluation for evidence-based practices within a best evidence synthesis framework," Journal of Autism and Developmental Disorders, vol. 40, no. 2, pp. 149-166, 2010.
3. R. Thompson, "Emotion regulation: A theme in search of definition," Monographs of the Society for Research in Child Development, vol. 59, no. 2-3, pp. 25-52, 1994.
4. A. C. Gulsrud, L. B. Jahromi, and C. Kasari, "The coregulation of emotions between mothers and their children with autism," Journal of Autism and Developmental Disorders, vol. 40, no. 2, pp. 227-237, 2010.
5. N.J. Minshew and D.L. Williams, "The new neurobiology of autism: cortex, connectivity, and neuronal organization.," Archives of Neurology, vol. 64, no. 7, pp. 945-950, 2007.
6. C. Kasari and L. Lawton, "New directions in behavioral treatment of autism spectrum disorders," Current Opinion in Neurology, vol. 23, no. 2, pp. 137-143, 2010.
7. 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.
8. H. D. Critchley, "Electrodermal responses: what happens in the brain," Neuroscientist, vol. 8, pp. 132-142, 2002.
9. R.W. Picard, "Future affective technology for autism and emotion communication," Phil. Trans. R. Soc., vol. 364, pp. 3575-3584, 2009.
10. S. Narayanan and P. G. Georgiou, "Behavioral Signal Processing: Deriving Human Behavioral Informatics from Speech and Language," Invited paper. Proceedings of the IEEE, vol. 101, no. 5, pp. 1203-1233, 2013.
11. Y. Ogata, "Statistical models for earthquake occurrences and residual analysis for point processes," Journal of the American Statistical Association, vol. 83, no. 401, pp. 9-27, 1988.
12. W. A. Massey, G. A. Parker, and W. Whitt, "Estimating the parameters of a nonhomogeneous poisson process with linear rate," Telecommunication Systems, vol. 5, no. 2, pp. 361-388, 1996.
13. S. A. Hossain and R.C. Dahiya, "Estimating the parameters of a non-homogeneous poisson-process model for software reliability," IEEE Transactions on Reliability, vol. 42, no. 4, pp. 604-612, 1993.
14. R. Barbieri, E. C Matten, A. A. Alabi, and E. N. Brown, "A point-process model of human heartbeat intervals: new definitions of heart rate and heart rate variability," American Journal of Physiology-Heart and Circulatory Physiology, vol. 288, no. 1, pp. 424-435, 2005.
15. 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.
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. D. Bone, C. C Lee, T. Chaspari, M. Black, M.Williams, S. Lee, P. Levitt, and S. Narayanan, "Acoustic-prosodic, turn-taking, and language cues in child-psychologist interactions for varying social demand," Proceedings of InterSpeech, Lyon, France, 2013.
18. 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.
19. Z. Yang, A. Metallinou, and S. Narayanan, "Toward body language generation in dyadic interaction settings from interlocutor multimodal cues," Proceedings of ICASSP, Vancouver, Canada, 2013.
20. 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.
21. 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, no. 3, pp. 417-429, 2008.
22. B. E. Hubert, B. Wicker, E. Monfardini, and C. Deruelle, "Electrodermal reactivity to emotion processing in adults with autistic spectrum disorders," Autism, vol. 13, no. 1, pp. 9-19, 2009.
23. M.E. Dawson, A. M. Schell, and D. L. Filion, "The Electrodermal System," in Handbook of psychophysiology, J. T. Cacioppo, L. G. Tassinary, and G. G. Berntson, Eds., pp. 159-181. New York: Cambridge University Press, 3rd edition, 2007.
24. H. Akaike, "Information theory and an extension of the maximum likelihood principle," in Selected Papers of Hirotugu Akaike, P. Parzen, Tanabe K., and Kitagawa G., Eds., pp. 199-213. Springer New York, 1998.
25. P. A. Lewis and G. B. Shedler, "Simulation of nonhomogeneous poisson processes by thinning," Naval Research Logistics Quarterly, vol. 26, no. 3, pp. 403-413, 1979.
26. M. Benedek and C. Kaernbach, "Decomposition of skin conductance data by means of nonnegative deconvolution," Psychophysiology, vol. 47, no. 4, pp. 647658, 2010.