Predicting severity of Parkinson's disease from speech

2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10

Volumn , Issue , 2010, Pages 5201-5204

  Asgari, Meysam ^a   Shafran, Izhak ^a  

^a OREGON HEALTH AND SCIENCE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ASSESSMENT TOOL; CEPSTRAL COEFFICIENTS; CEPSTRAL DOMAIN; CLINICAL ASSESSMENTS; COMPUTATIONAL APPROACH; CONSTRAINED TASKS; MEAN ABSOLUTE ERROR; NOISE RATIO; PARKINSON'S DISEASE; REAL-WORLD APPLICATION; SPEAKING RATE; SPECTRAL DOMAINS; SPECTRAL ENTROPY; TELE-MONITORING; TIME DOMAIN; VOICE PRODUCTION;

ALGORITHMS; DISEASES; FORECASTING; INFORMATION USE; JITTER; SPEECH; TIME DOMAIN ANALYSIS;

RATING;

ARTICLE; HUMAN; PARKINSON DISEASE; PATHOLOGY; PATHOPHYSIOLOGY; PHYSIOLOGY; REGRESSION ANALYSIS; REPRODUCIBILITY; SEVERITY OF ILLNESS INDEX; SPEECH;

HUMANS; PARKINSON DISEASE; REGRESSION ANALYSIS; REPRODUCIBILITY OF RESULTS; SEVERITY OF ILLNESS INDEX; SPEECH;

EID: 78650807537     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2010.5626104     Document Type: Conference Paper

References (14)

1. F. L. Darley, et al., "Differential diagnostic patterns of dysarthria," J Speech Hear Res, vol. 12, no. 2, pp. 246-69, Jun 1969.
2. Movement Disorder Society Task Force on Rating Scales for Parkinson's Disease, "The Unified Parkinson's Disease Rating Scale (UPDRS): status and recommendations," Mov Disord, vol. 18, no. 7, pp. 738-50, Jul 2003.
3. F. L. Darley, et al., Motor Speech Disorders. Saunders Company, 1975.
4. E. C. Guerra and D. F. Lovey, "A modern approach to dysarthria classification," in Proceedings of the IEEE Conference on Engineering in Medicine and Biology Society (EMBS), 2003, pp. 2257-2260.
5. C. G. Goetz, et al., "Testing objective measures of motor impairment in early parkinson's disease: Feasibility study of an at-home testing device," Mov Disord, vol. 24, no. 4, pp. 551-6, Mar 2009.
6. S. Skodda, et al., "Instability of syllable repetition as a model for impaired motor processing: is parkinson's disease a "rhythm disorder"?" J Neural Transm, Mar 2010.
7. E. Yumoto, et al., "Harmonics-to-noise ratio as an index of the degree of hoarseness," J Acoust Soc Am, vol. 71, no. 6, pp. 1544-9, Jun 1982.
8. M. Asgari and I. Shafran, "Extracting cues from speech for predicting severity of parkinson's disease," in Machine Learning for Signal Processing, 2010.
9. I. R. Titze, Principles of Voice Production. Prentice Hall, 1994.
10. B. Schölkopf, et al., "New support vector algorithms," Neural Comput., vol. 12, no. 5, pp. 1207-1245, 2000.
11. B. Schölkopf, et al., "Estimating the support of a high-dimensional distribution." Neural Computation, vol. 13, no. 7, pp. 1443-1471, 2001.
12. A. Tsanas, et al., "Enhanced classical dysphonia measures and sparse regression for telemonitoring of Parkinson's disease progression," in IEEE International Conference on Acoustics, Speech, and Signal Processing, 2010, pp. 594-597.
13. H. Zou and T. Hastie, "Regularization and variable selection via the elastic net," Journal Of The Royal Statistical Society Series B, vol. 67, no. 2, pp. 301-320, 2005. [Online]. Available: http://ideas.repec.org/a/bla/ jorssb/v67y2005i2p301-320.html
14. A. Siderowf, et al., "Test-retest reliability of the unified parkinson's disease rating scale in patients with early parkinson's disease: results from a multicenter clinical trial," Mov Disord, vol. 17, no. 4, pp. 758-63, Jul 2002.