Search engine for discovering works of Art, research articles, and books related to Art and Culture
Javascript must be enabled to continue!
PARKINSON’S DISEASE DETECTION THROUGH VOICE SIGNALS
View through CrossRef
The primary Parkinsons disease (PD) is a disorder of the central nervous system and about 89% of the people with PD suffering from speech and voice disorders. In this project, we adopted a dynamic feature selection based on fuzzy entropy measures for speech pattern classification of Parkinsons diseases. To investigate the effect of feature selection, XGBoost algorithm was applied to distinguish voice samples between PD patients and health people. The data set of this research is composed of voice signals from 195 people, 147 with Parkinsons disease and 48 healthy people.
The results show that various voice samples need different feature selection. We applied dynamic feature selection can get higher rate of classification accuracy than all features selected.
KEYWORDS: Parkinsons disease, linear discriminant analysis, similarity measure, fuzzy
Title: PARKINSON’S DISEASE DETECTION THROUGH VOICE SIGNALS
Description:
The primary Parkinsons disease (PD) is a disorder of the central nervous system and about 89% of the people with PD suffering from speech and voice disorders.
In this project, we adopted a dynamic feature selection based on fuzzy entropy measures for speech pattern classification of Parkinsons diseases.
To investigate the effect of feature selection, XGBoost algorithm was applied to distinguish voice samples between PD patients and health people.
The data set of this research is composed of voice signals from 195 people, 147 with Parkinsons disease and 48 healthy people.
The results show that various voice samples need different feature selection.
We applied dynamic feature selection can get higher rate of classification accuracy than all features selected.
KEYWORDS: Parkinsons disease, linear discriminant analysis, similarity measure, fuzzy.
Related Results
Makna Voice Over dalam Pemberitaan Feature di Televisi
Makna Voice Over dalam Pemberitaan Feature di Televisi
Abstract. Voice Over or what is known as VO is being discussed a lot, not only about the profession, but also from the industry side and the various voice over techniques used. Due...
Speech, communication, and neuroimaging in Parkinson's disease : characterisation and intervention outcomes
Speech, communication, and neuroimaging in Parkinson's disease : characterisation and intervention outcomes
<p dir="ltr">Most individuals with Parkinson's disease (PD) experience changes in speech, voice or communication. Speech changes often manifest as hypokinetic dysarthria, a m...
Speech, communication, and neuroimaging in Parkinson's disease : characterisation and intervention outcomes
Speech, communication, and neuroimaging in Parkinson's disease : characterisation and intervention outcomes
<p dir="ltr">Most individuals with Parkinson's disease (PD) experience changes in speech, voice or communication. Speech changes often manifest as hypokinetic dysarthria, a m...
Speech, communication, and neuroimaging in Parkinson's disease : Characterisation and intervention outcomes
Speech, communication, and neuroimaging in Parkinson's disease : Characterisation and intervention outcomes
<p dir="ltr">Most individuals with Parkinson's disease (PD) experience changes in speech, voice or communication. Speech changes often manifest as hypokinetic dysarthria, a m...
Determinants of employee-prohibitive voice behavior : mediating role of psychological safety
Determinants of employee-prohibitive voice behavior : mediating role of psychological safety
The study of the determinants of employee-prohibitive voice behavior, a relatively new area of research, has recently gained significant attention. Psychological safety has emerged...
HUBUNGAN KADAR ASAM URAT DENGAN KEPARAHAN PENYAKIT PARKINSON
HUBUNGAN KADAR ASAM URAT DENGAN KEPARAHAN PENYAKIT PARKINSON
Abstract
In recent centuries, there has been an increase in life expectancy, whereas, in developed countries, the average life span is longer than in previous generations. This...
Brain mechanism of unfamiliar and familiar voice processing: an activation likelihood estimation meta-analysis
Brain mechanism of unfamiliar and familiar voice processing: an activation likelihood estimation meta-analysis
Interpersonal communication through vocal information is very important for human society. During verbal interactions, our vocal cord vibrations convey important information regard...
Penyuluhan Penyakit Parkinson dan Skrining Frailty pada Penderita Parkinson di RSI Sultan Agung Semarang
Penyuluhan Penyakit Parkinson dan Skrining Frailty pada Penderita Parkinson di RSI Sultan Agung Semarang
Penyakit Parkinson merupakan kondisi neurodegeneratif yang progresif dan sering ditemukan pada populasi usia lanjut. Penyakit ini disertai dengan gejala motorik dan non-motorik yan...