Mood state prediction from speech of varying acoustic quality for individuals with bipolar disorder

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

Volumn 2016-May, Issue , 2016, Pages 2359-2363

  Gideon, John ^a   Provost, Emily Mower ^a   McInnis, Melvin ^a  

^a UNIVERSITY OF MICHIGAN   (United States)

Author keywords

Bipolar Disorder; Mobile Health; Mood Modeling; Speech Analysis

Indexed keywords

EID: 84973346043     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2016.7472099     Document Type: Conference Paper

References (29)

1. R. C. Kessler, P. Berglund, O. Demler, R. Jin, K. R. Merikangas, and E. E. Walters, "Lifetime prevalence and age-of-onset distributions of dsm-iv disorders in the national comorbidity survey replication, " Archives of general psychiatry, vol. 62, no. 6, pp. 593-602, 2005.
2. J. Angst, R. Sellaro, and F. Angst, "Long-term outcome and mortality of treated versus untreated bipolar and depressed patients: A preliminary report, " International Journal of Psychiatry in Clinical Practice, vol. 2, no. 2, pp. 115-119, 1998.
3. National Institute of Mental Health, "Bipolar disorder in adults, " http: //www. nimh. nih. gov/health/publications/ bipolar-disorder-in-adults/Bipolar Disorder Adults CL508 144295. pdf, Accessed: September-2015.
4. M. Hamilton, "Hamilton depression scale, " ECDEU Assessment Manual For Psychopharmacology, Revised Edition. Rockville, MD: National Institute of Mental Health, pp. 179-92, 1976.
5. R. Young, J. Biggs, V. Ziegler, and D. Meyer, "A rating scale for mania: reliability, validity and sensitivity., " The British Journal of Psychiatry, vol. 133, no. 5, pp. 429-435, 1978.
6. Z. Karam, E. Mower Provost, S. Singh, J. Montgomery, C. Archer, G. Harrington, and M. Mcinnis, "Ecologically valid long-term mood monitoring of individuals with bipolar disorder using speech, " in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2014, pp. 4858-4862.
7. R. LiKamWa, Y. Liu, N. D. Lane, and L. Zhong, "Moodscope: building a mood sensor from smartphone usage patterns, " in ACM International Conference on Mobile Systems, Applications, and Services. ACM, 2013, pp. 389-402.
8. V. Osmani, A. Maxhuni, A. Grünerbl, P. Lukowicz, C. Haring, and O. Mayora, "Monitoring activity of patients with bipolar disorder using smart phones, " in Proceedings of the International Conference on Advances in Mobile Computing & Multimedia. ACM, 2013, p. 85.
9. D. France, R. Shiavi, S. Silverman, M. Silverman, and D. W. Wilkes, "Acoustical properties of speech as indicators of depression and suicidal risk, " IEEE Transactions on Biomedical Engineering, vol. 47, no. 7, pp. 829-837, 2000.
10. N. Vanello, A. Guidi, C. Gentili, S. Werner, G. Bertschy, G. Valenza, A. Lanata, and E. P. Scilingo, "Speech analysis for mood state characterization in bipolar patients, " in Proceedings of the International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2012, pp. 2104-2107.
11. T. F. Quatieri and N. Malyska, "Vocal-source biomarkers for depression: A link to psychomotor activity., " in Proceedings from the Conference of the International Speech Communication Association (INTERSPEECH), 2012.
12. A. Guidi, N. Vanello, G. Bertschy, C. Gentili, L. Landini, and E. Scilingo, "Automatic analysis of speech f0 contour for the characterization of mood changes in bipolar patients, " Biomedical Signal Processing and Control, 2014.
13. N. Cummins, J. Epps, M. Breakspear, and R. Goecke, "An investigation of depressed speech detection: Features and normalization., " in Proceedings from the Conference of the International Speech Communication Association (INTERSPEECH), 2011, pp. 2997-3000.
14. E. Friedman and G. Sanders, "Speech timing of mood disorders, " Computers in Human Services, vol. 8, no. 3-4, pp. 121-142, 1991.
15. H. Resnick and T. Oltmanns, "Hesitation patterns in the speech of thought-disordered schizophrenic and manic patients., " Journal of Abnormal Psychology, vol. 93, no. 1, pp. 80, 1984.
16. M. Pogue-Geile and T. Oltmanns, "Sentence perception and distractibility in schizophrenic, manic, and depressed patients., " Journal of Abnormal Psychology, vol. 89, no. 2, pp. 115, 1980.
17. M. Taylor, R. Reed, and S. Berenbaum, "Patterns of speech disorders in schizophrenia and mania., " The Journal of Nervous and Mental Disease, vol. 182, no. 6, pp. 319-326, 1994.
18. R. Hoffman, S. Stopek, and N. Andreasen, "A comparative study of manic vs schizophrenic speech disorganization, " Archives of General Psychiatry, vol. 43, no. 9, pp. 831-838, 1986.
19. A. Grunerbl, A. Muaremi, V. Osmani, G. Bahle, S. Ohler, G. Tröster, O. Mayora, C. Haring, and P. Lukowicz, "Smartphone-based recognition of states and state changes in bipolar disorder patients, " IEEE Journal of Biomedical and Health Informatics, vol. 19, no. 1, pp. 140-148, 2015.
20. M. J. Harvilla and R. M. Stern, "Efficient audio declipping using regularized least squares, " in Proceedings from the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), April 2015, pp. 221-225.
21. S. O. Sadjadi and J. Hansen, "Unsupervised speech activity detection using voicing measures and perceptual spectral flux, " IEEE Signal Processing Letters, vol. 20, no. 3, pp. 197-200, 2013.
22. T. Evgeniou and M. Pontil, "Regularized multi-task learning, " in ACM International Conference on Knowledge Discovery and Data Mining (KDD). ACM, 2004, pp. 109-117.
23. S. A. Langenecker, E. Saunders, A. M. Kade, M. T. Ransom, and M. G. McInnis, "Intermediate: cognitive phenotypes in bipolar disorder, " Journal of Affective Disorders, vol. 122, no. 3, pp. 285-293, 2010.
24. M. J. Harvilla and R. M. Stern, "Least squares signal declipping for robust speech recognition, " in Proceedings from the Conference of the International Speech Communication Association (INTERSPEECH), 2014.
25. S. Tilsen and A. Arvaniti, "Speech rhythm analysis with decomposition of the amplitude envelope: characterizing rhythmic patterns within and across languages, " The Journal of the Acoustical Society of America, vol. 134, no. 1, pp. 628-639, 2013.
26. F. K. Goodwin and K. R. Jamison, Manic-Depressive Illness: Bipolar Disorders and Recurrent Depression, Oxford University Press, 2007.
27. N. E. Huang, Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, N. Yen, C. C. Tung, and H. H. Liu, "The empirical mode decomposition and the hilbert spectrum for nonlinear and non-stationary time series analysis, " Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences, vol. 454, no. 1971, pp. 903-995, 1998.
28. C. Cortes and V. Vapnik, "Support-vector networks, " Machine learning, vol. 20, no. 3, pp. 273-297, 1995.
29. M. Smieja, "Weighted approach to general entropy function, " IMA Journal of Mathematical Control and Information, p. dnt044, 2014.