Modeling therapist empathy and vocal entrainment in drug addiction counseling

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

Volumn , Issue , 2013, Pages 2861-2865

  Xiao, Bo ^a   Georgiou, Panayiotis G ^a   Imel, Zac E ^b   Atkins, David C ^c   Narayanan, Shrikanth S ^a  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b UNIVERSITY OF UTAH   (United States)

^c UNIVERSITY OF WASHINGTON   (United States)

Author keywords

Correlation; Empathy; Entrainment; Motivational interview; PCA

Indexed keywords

AIR ENTRAINMENT; COMPUTER SIMULATION; CORRELATION METHODS;

COMPUTATIONAL APPROACH; DRUG ADDICTION; EMPATHY; MOTIVATIONAL INTERVIEW; PCA; PRINCIPAL COMPONENTS; SPEECH FEATURES; TURN-TAKING;

COMPUTER APPLICATIONS;

EID: 84906234148     PISSN: 2308457X     EISSN: 19909772     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. M. Iacoboni, Mirroring people: The science of empathy and how we connect with others. Picador, 2009.
2. M. Knapp and J. Hall, Nonverbal Communication in Human Interaction, 7th ed. Boston: Wadsworth, Cengage Learning, 2007.
3. J. Harrigan, R. Rosenthal, and K. Scherer, The new handbook of Methods in Nonverbal Behavior Research. New York: Oxford University Press, 2005, pp. 137-198.
4. S. Narayanan and P. Georgiou, "Behavioral signal processing: Deriving human behavioral informatics from speech and language, " Proceeding of IEEE, 2012.
5. M. Black, A. Katsamanis, B. Baucom, C. Lee, A. Lammert, A. Christensen, P. Georgiou, and S. Narayanan, "Toward automating a human behavioral coding system for married couples interactions using speech acoustic features, " Speech Communication, 2011.
6. P. Georgiou, M. Black, A. Lammert, B. Baucom, and S. Narayanan, "That's aggravating, very aggravating: Is it possible to classify behaviors in couple interactions using automatically derived lexical features?" in Proc. ACII, 2011, pp. 87-96.
7. B. Xiao, P. Georgiou, B. Baucom, and S. Narayanan, "Data driven modeling of head motion towards analysis of behaviors in couple interactions, " in Proc. ICASSP, May 2013.
8. C. Lee, A. Katsamanis, M. Black, B. Baucom, A. Christensen, P. Georgiou, and S. Narayanan, "Computing vocal entrainment: A signal-derived PCA-based quantification scheme with application to affect analysis in married couple interactions, " Computer Speech & Language, 2012.
9. D. Bone, M. P. Black, C.-C. Lee, M. E. Williams, P. Levitt, S. Lee, and S. Narayanan, "Spontaneous-speech acoustic-prosodic features of children with autism and the interacting psychologist, " in Proc. Interspeech, 2012.
10. S. D. Preston and F. De Waal, "Empathy: Its ultimate and proximate bases, " Behavioral and Brain Sciences, vol. 25, no. 01, pp. 1-20, 2002.
11. M. Iacoboni, "Imitation, empathy, and mirror neurons, " Annual review of psychology, vol. 60, pp. 653-670, 2009.
12. C. D. Marci, J. Ham, E. Moran, and S. P. Orr, "Physiologic correlates of perceived therapist empathy and social-emotional process during psychotherapy, " The Journal of nervous and mental disease, vol. 195, no. 2, pp. 103-111, 2007.
13. N. D. Feshbach, "Parental empathy and child adjustment/ maladjustment, " Empathy and its development, p. 271, 1990.
14. P. Bellet and M. Maloney, "The importance of empathy as an interviewing skill in medicine, " Journal of the American Medical Association, vol. 266, no. 13, pp. 1831-1832, 1991.
15. R. Elliott, A. C. Bohart, J. C. Watson, and L. S. Greenberg, "Empathy, " Psychotherapy, vol. 48, no. 1, p. 43, 2011.
16. W. R. Miller and G. S. Rose, "Toward a theory of motivational interviewing, " American Psychologist, vol. 64, no. 6, p. 527, 2009.
17. J. Decety and P. Jackson, "The functional architecture of human empathy, " Behavioral and cognitive neuroscience reviews, vol. 3, no. 2, pp. 71-100, 2004.
18. T. Arizmendi, "Linking mechanisms: Emotional contagion, empathy, and imagery, " Psychoanalytic Psychology, vol. 28, no. 3, p. 405, 2011.
19. J. B. Bavelas, A. Black, C. R. Lemery, and J. Mullett, "Motor mimicry as primitive empathy, " Empathy and its Development, p. 317, 1990.
20. T. Wheatley, O. Kang, C. Parkinson, and C. Looser, "From mind perception to mental connection: Synchrony as a mechanism for social understanding, " Social and Personality Psychology Compass, vol. 6, no. 8, pp. 589-606, 2012.
21. E. Delaherche, M. Chetouani, A. Mahdhaoui, C. Saint-Georges, S. Viaux, and D. Cohen, "Interpersonal synchrony: A survey of evaluation methods across disciplines, " IEEE Transactions on Affective Computing, 2012.
22. B. Xiao, P. Georgiou, C. Lee, B. Baucom, and S. Narayanan, "Head motion synchrony and its correlation to affectivity in dyadic interactions, " in Proc. ICME, Jul. 2013.
23. B. Xiao, D. Can, P. G. Georgiou, D. Atkins, and S. S. Narayanan, "Analyzing the language of therapist empathy inmotivational interview based psychotherapy, " in APSIPA ASC, Dec. 2012.
24. J. S. Baer, E. A.Wells, D. B. Rosengren, B. Hartzler, B. Beadnell, and C. Dunn, "Agency context and tailored training in technology transfer: A pilot evaluation of motivational interviewing training for community counselors, " Journal of substance abuse treatment, vol. 37, no. 2, p. 191, 2009.
25. T. Moyers, T. Martin, J. Manuel, and W. Miller, "The motivational interviewing treatment integrity (miti) code: Version 2.0, " Unpublished. Albuquerque, NM: University of New Mexico, Center on Alcoholism, Substance Abuse and Addictions, 2008.
26. M. A. H. Huijbregts, "Segmentation, diarization and speech transcription: surprise data unraveled, " Ph.D. dissertation, University of Twente, 2008.
27. X. Sun, "Pitch determination and voice quality analysis using subharmonic-to-harmonic ratio, " in Proc. ICASSP, vol. 1. IEEE, 2002, pp. 333-336.
28. H.-P. Kriegel, P. Kroger, E. Schubert, and A. Zimek, "A general framework for increasing the robustness of pca-based correlation clustering algorithms, " in Scientific and Statistical Database Management. Springer, 2008, pp. 418-435.