Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Electric Energy Losses Estimation in Power Distribution System—Tuzla Canton Case Study Read chapter Read first chapter

2018 | OriginalPaper | Chapter

Detection of Parkinson’s Disease by Voice Signal

Authors : Fatima Mašić, Mehmed Đug, Jasna Nuhić, Jasmin Kevrić

Published in: Advanced Technologies, Systems, and Applications II

Publisher: Springer International Publishing

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Detection of Parkinson Disease by Voice Signal is based on noninvasive method for disease detection. Here we used Speech Dataset of sound records which has been shown as most effective up to now. In order to detect presence of disease by using different classifiers. At the end accuracy of each of them have been calculated and compared.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Application of Service Robots for Disinfection in Medical Institutions
next chapter Modeling of Sensors for a Mechatronic Systems of an Robotic Arm
Literature
1.
Sakar, B.E., Erdem Isenkul, M., Okan Sakar, C., Sertbas, A., Gurgen, F., Delil, S., Apaydin, H., Kursun, O.: Collection and analysis of a parkinson speech dataset with multiple types of sound recordings. IEEE J. Biomed. Health Inform. 17(4), 828–834 (2013)
2.
Tsanas, A.: Accurate telemonitoring of Parkinson’s disease symptom severity using nonlinear speech signal processing and statistical machine learning (2012)
3.
Rajput, A.H., Rozdilsky, B., Rajput, A.: Accuracy of clinical diagnosis in parkinsonism, a prospective study. Can. J. Neurol. Sci. 18(3), 275–278 (1991)CrossRef
4.
Hughes, A.J., Daniel, S.E., Blankson, S., Lees, A.J.: A clinicopathologic study of 100 cases of Parkinson’s disease. Arch. Neurol. 50, 140–148 (1993)CrossRef
5.
Ramaker, C., Marinus, J., Stiggelbout, A.M., van Hilten, B.J.: Systematic evaluation of rating scales for impairment and disability in Parkinson’s disease. Mov. Disord. 17, 867–876 (2002)CrossRef
6.
Post, B., Merkus, M.P., de Bie, R.M.A., de Haan, R.J., Speelman, J.D.: Unified Parkinson’s disease rating scale motor examination: are ratings of nurses, residents in neurology, and movement disorders specialists interchangeable? Mov. Disord. 20(12), 1577–1584 (2005)CrossRef
7.
Darley, F.L., Aronson, A.E., Brown, J.R.: Differential diagnostic patterns of dysarthria. J. Speech Hear. Res. 12, 246–269 (1969)CrossRef
8.
Gamboa, J., Jimenez-Jimenez, F.J., Nieto, A., Montojo, J., Orti-Pareja, M., Molina, J.A., Garcia-Albea, E., Cobeta, I.: Acoustic voice analysis in patients with Parkinson’s disease treated with dopaminergic drugs. J. Voice 11, 314–320 (1997)CrossRef
9.
Ho, A., Bradshaw, J.L., Iansek, R.: For better or for worse: the effect of Levodopa on speech in Parkinson’s disease. Mov. Disord. 23(4), 574–580 (2008)CrossRef
10.
Harel, B., Cannizzaro, M., Snyder, P.J.: Variability in fundamental frequency during speech in prodromal and incipient Parkinson’s disease: a longitudinal case study. Brain Cognit. 56, 24–29 (2004)CrossRef
11.
Skodda, S., Rinsche, H., Schlegel, U.: Progression of dysprosody in Parkinson’s disease over time, a longitudinal study. Mov. Disord. 24(5), 716–722 (2009)CrossRef
12.
Little, M.A., McSharry, P.E., Hunter, E.J., Spielman, J., Ramig, L.O.: Suitability of dysphonia measurements for telemonitoring of Parkinson’s disease. IEEE Trans. Biomed. Eng. 56(4), 1015–1022 (2009)CrossRef
13.
Lang, A.E., Lozano, A.M.: Parkinson’s disease—first of two parts. New Engl. J. Med. 339, 1044–1053 (1998)CrossRef
14.
Singh, N., Pillay, V., Choonara, Y.E.: Advances in the treatment of Parkinson’s disease. Prog. Neurobiol. 81, 29–44 (2007)CrossRef
15.
Bernheimer, H., Birkmeyer, W., Hornykiewicz, O., Jellinger, K., Seitenberger, F.: Brain dopamine and the syndromes of Parkinson and Huntington. J. Neurol. Sci. 20, 255–425 (1973)CrossRef
16.
Hanson, D., Gerratt, B., Ward, P.: Cinegraphic observations of laryngeal function in Parkinson’s disease. Laryngoscope 94, 348–353 (1984)CrossRef
17.
Ho, A., Iansek, R., Marigliani, C., Bradshaw, J., Gates, S.: Speech impairment in a large sample of patients with Parkinson’s disease. Behav. Neurol. 11, 131–137 (1998)CrossRef
18.
Logemann, J.A., Fisher, H.B., Boshes, B., Blonsky, E.R.: Frequency and coocurrence of vocal tract dysfunctions in the speech of a large sample of Parkinson patients. J. Speech Hear. Disord. 43, 47–57 (1978)CrossRef
19.
Hartelius, L., Svensson, P.: Speech and swallowing symptoms associated with parkinson’s disease and multiple sclerosis: a survey. Folia Phoniatr. Logop. 46, 9–17 (1994)CrossRef
20.
Duffy, J.R.: Motor Speech Disorders: Substrates, Differential Diagnosis and Management, 2nd edn. Mosby, New York (2005)
21.
Rajput, M., Rajput, A., Rajput, A.H.: Epidemiology (Chapter 2). In: Pahwa, R., Lyons, K.E. (eds.) Handbook of Parkinson’s disease, 4th edn. Informa Healthcare, USA (2007)
22.
de Rijk, M.C., Rocca, W.A., Anderson, D.W., Melcon, M.O., Breteler, M.M.B., Maraganore, D.M.: A population perspective on diagnostic criteria for Parkinson’s disease. Neurology 48, 1277–1281 (1997)CrossRef
23.
Rajput, A.H., Rozdilsky, B., Ang, L., Rajput, A.: A significance of Parkinsonian manifestations in essential tremor. Can. J. Neurol. Sci. 20, 114–117 (1993)CrossRef
24.
Benabid, A.L., Chabardes, S., Mitrofanis, J., Pollak, P.: Deep brain stimulation of the subthalamic nucleus for the treatment of Parkinson’s disease. Lancet Neurol. 8, 67–81 (2009)CrossRef
25.
Larson, K., Ramig, L.O., Scherer, R.C.: Acoustic and glottographic voice analysis during drug-related fluctuations in Parkinson’s disease. J. Med. Speech Lang. Pathol. 2, 211–226 (1994)
26.
27.
Breiman, L.: Randm Forests. Statistics Department, University of California Berkeley (2001)
28.
Campbell, C., Cristianini, N.: Simple Learning Algorithms for Training Support Vector Machines. University of Bristol, UK
29.
Sapir, S., Ramig, L., Spielman, J., Fox, C.: Formant centralization ratio (FCR): a proposal for a new acoustic measure of dysarthric speech. J. Speech Lang. Hear. Res. 53, 114–125 (2010)CrossRef
30.
Christensen, M.G., Jakobsson, A.: Multi-pitch Estimation, Synthesis Lectures on Speech and Audio Processing, Morgan & Claypool Publishers (2009)
Metadata
Title
Detection of Parkinson’s Disease by Voice Signal
Authors
Fatima Mašić
Mehmed Đug
Jasna Nuhić
Jasmin Kevrić
Copyright Year
2018
Book
Advanced Technologies, Systems, and Applications II

Print ISBN: 978-3-319-71320-5

Electronic ISBN: 978-3-319-71321-2

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-71321-2_90

Premium Partner

    Image Credits