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UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES

Abstract: 

Parkinson’s disease (PD) produces several speech impairments in the patients. Automatic classification of PD patients is performed considering speech recordings collected in non- controlled acoustic conditions during normal phone calls in a unobtrusive way. A speech enhancement algorithm is applied to improve the quality of the signals. Two different classification approaches are considered: the classification of PD patients and healthy speakers and a multi-class experiment to classify patients in several stages of the disease. According to the results it is possible to classify PD patients and healthy controls with a AUC of up to 0.87. This work is a step for- ward to the development of telemonitoring systems to assess the speech of the patients.

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Paper Details

Authors:
T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth
Submitted On:
13 April 2018 - 7:08am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Philipp Klumpp
Paper Code:
#2184
Document Year:
2018
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[1] T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth, "UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2688. Accessed: Sep. 25, 2018.
@article{2688-18,
url = {http://sigport.org/2688},
author = {T. Arias-Vergara; J.C. Vásquez-Correa; J.R. Orozco-Arroyave; P. Klumpp; E. Noeth },
publisher = {IEEE SigPort},
title = {UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES},
year = {2018} }
TY - EJOUR
T1 - UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES
AU - T. Arias-Vergara; J.C. Vásquez-Correa; J.R. Orozco-Arroyave; P. Klumpp; E. Noeth
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2688
ER -
T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth. (2018). UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES. IEEE SigPort. http://sigport.org/2688
T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth, 2018. UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES. Available at: http://sigport.org/2688.
T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth. (2018). "UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES." Web.
1. T. Arias-Vergara, J.C. Vásquez-Correa, J.R. Orozco-Arroyave, P. Klumpp, E. Noeth. UNOBTRUSIVE MONITORING OF SPEECH IMPAIRMENTS OF PARKINSON'S DISEASE PATIENTS THROUGH MOBILE DEVICES [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2688