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Reseach Article

Discrimination of People with Parkinson (PWP) Disease on the basis of Voice Parameter Analysis

by Dixit, Vikas Mittal, Yuvraj Sharma
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 94 - Number 13
Year of Publication: 2014
Authors: Dixit, Vikas Mittal, Yuvraj Sharma
10.5120/16401-6078

Dixit, Vikas Mittal, Yuvraj Sharma . Discrimination of People with Parkinson (PWP) Disease on the basis of Voice Parameter Analysis. International Journal of Computer Applications. 94, 13 ( May 2014), 9-14. DOI=10.5120/16401-6078

@article{ 10.5120/16401-6078,
author = { Dixit, Vikas Mittal, Yuvraj Sharma },
title = { Discrimination of People with Parkinson (PWP) Disease on the basis of Voice Parameter Analysis },
journal = { International Journal of Computer Applications },
issue_date = { May 2014 },
volume = { 94 },
number = { 13 },
month = { May },
year = { 2014 },
issn = { 0975-8887 },
pages = { 9-14 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume94/number13/16401-6078/ },
doi = { 10.5120/16401-6078 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:17:32.056567+05:30
%A Dixit
%A Vikas Mittal
%A Yuvraj Sharma
%T Discrimination of People with Parkinson (PWP) Disease on the basis of Voice Parameter Analysis
%J International Journal of Computer Applications
%@ 0975-8887
%V 94
%N 13
%P 9-14
%D 2014
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Voice is the essential medium of man's communication in social as well as professional interactions. The human voice also reflects the state of health in many medical conditions which leads voice alterations in patients. This paper presents a voice analysis approach for discriminating the People With Parkinson (PWP) on the basis of extracted voice parameters. Voice analysis basically deals with decomposition of voice signal into voice parameters for processing the resulted features in desirable application. The features that are extracted in this paper are: frequency, pitch, voice intensity, formant, speech rate and pulse functions like Jitter (local), Jitter (local, absolute), Jitter (rap), Jitter (ppq5), Jitter (ddp), Shimmer (local), Shimmer (local, dB), Shimmer (apq3), Shimmer (apq5), Shimmer (apq11), Shimmer (dda) and Harmonic coefficients.

References
  1. R. Arefi Shirvan, E. Tahami. "Voice Analysis for Detecting Parkinson's Disease Using Genetic Algorithm and KNN", IEEE Conference on BioMedical Engineering, 978-1-4673-1005-5/11, (December2011).
  2. Jankovic J. "Parkinson's disease: clinical features and diagnosis" ,J. Neurol. Neurosurg. Psychiatr. 79 (4): 368–76. , (April 2008).
  3. E. Lang and A. M. Lozano, "Parkinson's disease", New England Journal of Medicine, vol. 339, no. 15, pp. 1044–1053, (1998).
  4. Dauer W. , Przedborski, S. , "Parkinson's Disease: Mechanisms and Models", Neuron, Cell Press, Vol. 39, 889–909, (September, 2003).
  5. Waters C. W. , "Diagnosis and management of Parkinson's disease", NY: Professional Communications Vol. 4, (2005).
  6. Duffy J. R. , "Motor speech disorders: Substrates, differential diagnosis, and management", 2nd ed. , St. Louis, MO: Elsevier Mosby, (2005).
  7. Huber J. E. , Stathopoulos E. T. , Ramig L. O. , Lancaster S. L. , "Respiratory function and variability in individuals with Parkinson disease: Pre- and post-Lee Silverman Voice Treatment", Journal of Medical Speech-Language Pathology, 11(4), 185-201, (2003).
  8. Theodoros D. G. , Murdoch B. E. , Thompson E. C. , "Hypernasality in Parkinson's disease: A perceptual and physiological analysis", Journal of Medical Speech-Language Pathology, 3(2), 73-84, (1995).
  9. Canter, G. J. , "Speech characteristics of patients with Parkinson's disease:I. Intensity, pitch, and duration", Journal of Speech and Hearing Disorders, 28(3), 221–229. (1963).
  10. Canter, G. J. , "Speech characteristics of patients with Parkinson's disease: II. Physiological support for speech", Journal of Speech and Hearing Disorders, 30(1), 44–49. (1965a).
  11. Canter, G. J. , "Speech characteristics of patients with Parkinson's disease: III. Articulation, diadochokinesis, and over-all speech adequacy", Journal of Speech and Hearing Disorders, 30(3), 217–224. (1965b).
  12. Caekebeke, J F; Jennekens-Schinkel, A; Van Der Linden, M E; Buruma, O J; Roos, R A. "The interpretation of dysprosody in patients with Parkinson's disease". Journal of Neurology, Neurosurgery & Psychiatry 54 (2): 145-148, (1991).
  13. Skodda, Sabine; Rinsche, Heiko; Schlegel, Uwe, "Progression of dysprosody in Parkinson's disease over time-A longitudinal study". Movement Disorders 24 (5): 716–22, (April 2009).
  14. Sidtis D. V. L. , Rogers T. , Godier V. , Tagliat M. , "Voice and Fluency Changes as a Function of Speech Task and Deep Brain Stimulation", American Journal of Speech, Language, and Hearing Research, Vol. 53, 1167–1177, (October 2010).
  15. Boshes, B. , "Voice changes in Parkinsonism", Journal of Neurosurgery, 24, 286–290. (1966).
  16. Fox, C. M. , & Ramig, L. O. , "Vocal sound pressure level and self-perception of speech and voice in men and women with idiopathic Parkinson disease", American Journal of Speech-Language Pathology, 6, 85–94. (1997).
  17. Hammen, V. L. , & Yorkston, K. M. , "Speech and pause characteristics following speech rate reduction in hypokinetic dysarthria", Journal of Communication Disorders, 29, 429–444. (1996).
  18. Solomon, N. P. , & Hixon, T. J. , "Speech breathing in Parkinson's disease", Journal of Speech and Hearing Research, 36, 294–310. (1993).
  19. Fox, C. M. , & Ramig, L. O. , "Vocal sound pressure level and self-perception of speech and voice in men and women with idiopathic Parkinson disease", American Journal of Speech-Language Pathology, 6, 85–94. (1997).
  20. Buck, J. F. , & Cooper, I. S. , "Speech problems in Parkinsonian patients undergoing anterior choroidal artery occlusion or chemopallidectomy", Journal of the American Geratric Society, 4, 1285–1290. (1956).
  21. Boshes, B. , "Voice changes in Parkinsonism", Journal of Neurosurgery, 24, 286–290. (1966).
  22. Hanson, D. , Gerratt, B. , & Ward, P. , "Cinegraphic observations of laryngeal function in Parkinson's disease", Laryngoscope, 94, 348. (1984).
  23. Smith, M. E. , Ramig, L. O. , Dromey, C. , Perez, K. S. , & Samandari, R. , "Intensive voice treatment in Parkinson disease: Laryngostroboscopic findings," Journal of Voice, 9, 453–459. (1995).
  24. Perez, K. S. , Ramig, L. O. , Smith, M. E. , & Dromey, C. , "The Parkinson larynx: Tremor and videostroboscopic findings", Journal of Voice, 10, 354–361. (1996).
  25. Baker, K. K. , Ramig, L. O. , Luschei, E. S. , & Smith, M. E. , "Thyroarytenoid muscle activity associated with hypophonia in Parkinson disease and aging", Neurology, 51, 1592–1598. (1998).
  26. Luschei, E. S. , Ramig, L. O. , Baker, K. L. , & Smith, M. E. , "Discharge characteristics of laryngeal single motor units during phonation in young and older adults and in persons with parkinson disease", Journal of Neurophysiology, 81, 2131–2139. (1999).
  27. Connor, N. P. , Ludlow, C. L. , & Schulz, G. M. , "Stop consonant production in isloated and repeated syllables in Parkinson's disease", Neuropsychologia, 27, 829–838. (1989).
  28. Hirose, H. , Kiritani, S. , Ushijima, T. , Yoshioka, H. , & Sawashima, M. , "Patterns of dysarthric movements in patients with Parkinsonism", Folia Phoniatrica, 33, 204–215. (1981).
  29. Scott, S. , Caird, F. I. , & Williams, B. O. , "Communication in Parkinson's Disease", Rockville, MD: Aspen. (1985).
  30. Metter, E. J. , & Hanson, W. R. , "Clinical and acoustical variability in hypokinetic dysarthria", Journal of Communication Disorders, 19, 347–366. (1986).
  31. Alexander, G. , Crutcher, M. , & DeLong, M. , "Basal ganglia-thalamocortical circuits: Parallel substrates for motor, oculomotor, prefrontal and limbic functions," Progress in Brain Research, 85, 119–146. (1990).
  32. M. A. Little, P. E. McSharry, E. J. Hunter, J. Spielman, and L. O. Ramig, "Suitability of dysphonia measurements for telemonitoring of Parkinson's disease," IEEE Trans. Biomed. Eng. , vol. 56, no. 4, pp. 1015–1022, (Apr. 2009).
  33. LeWitt P. A. , "Parkinson's disease: Etiologic considerations", Parkinson's disease and movement disorders: Diagnosis and treatment guidelines for the practicing physician in C. H. Adler & J. E. Ahlskog (Eds. ), pp. 91-101, Totowa, NJ: Humana Press, (2000).
  34. Boersma P. , Weenink D. , "PRAAT: Doing phonetics by computer", Version 5. 3. 64, Computer program, 2014.
Index Terms

Computer Science
Information Sciences

Keywords

Voice analysis technique PWP prosody features voice dysphonia voice parameters Hypokinetic dysarthria