Predictive Models in the Diagnosis of Parkinson's Disease Through Voice Analysis
T Gonçalves, J Reis, G Gonçalves, M Calejo… - Intelligent Systems …, 2024 - Springer
Parkinson's disease (PD) is a chronic and progressive long-term degenerative disorder of
the central nervous system. The symptoms usually develop slowly, starting with symptoms in …
the central nervous system. The symptoms usually develop slowly, starting with symptoms in …
Machine learning for the diagnosis of Parkinson's disease using speech analysis: a systematic review
C Bang, N Bogdanovic, G Deutsch… - International Journal of …, 2023 - Springer
As voice technology continues to advance, clinical analysis of acoustic measures in speech
patterns has the potential for early detection of Parkinson's disease (PD), the second most …
patterns has the potential for early detection of Parkinson's disease (PD), the second most …
On the inter-dataset generalization of machine learning approaches to Parkinson's disease detection from voice
Abstract Background and Objective: Parkinson's disease is the second-most-common
neurodegenerative disorder that affects motor skills, cognitive processes, mood, and …
neurodegenerative disorder that affects motor skills, cognitive processes, mood, and …
[HTML][HTML] Towards Early Intervention: Detecting Parkinson's Disease through Voice Analysis with Machine Learning
Materials and Methods We utilized a dataset of 195 voice samples with 23 attributes,
applying machine learning algorithms such as Linear Discriminant Analysis (LDA), Support …
applying machine learning algorithms such as Linear Discriminant Analysis (LDA), Support …
Machine Learning Algorithmsfor Diagnosis of Parkinson's disease Based on Voice Characteristics
PS Manoj, KSK Reddy, M Sambath… - … on Advances in …, 2023 - ieeexplore.ieee.org
Bradykinesia, tremors, rigidity, and postural instability are symptoms of a degenerative
neurological condition called Parkinson's disease (PD) affecting the motor movements …
neurological condition called Parkinson's disease (PD) affecting the motor movements …
Voice-Based Classification of Parkinson's Disease Using Machine Learning: An Extensive Study
SFK Pattan, S Mynampati, D Girishkanna… - … Conference on Recent …, 2023 - Springer
Parkinson's Disease (PD) is a condition observed with neural loss, primarily distinguished
by its impact on motor function. In our research, the usage of voice datasets of PD patients …
by its impact on motor function. In our research, the usage of voice datasets of PD patients …
A Comprehensive Voice Data Analysis for Parkinson's Disease Prediction via Machine Learning Techniques
G Nayak, S Dehury, SK Barisal… - … Intelligence in Health …, 2023 - ieeexplore.ieee.org
This work aims to develop a Machine Learning-based system to classify patients with
Parkinson's disease. The existing systems have limitations, including limited generalizability …
Parkinson's disease. The existing systems have limitations, including limited generalizability …
Harnessing Voice Analysis and Machine Learning for Early Diagnosis of Parkinson's Disease: A Comparative Study Across Three Datasets
OP Neto - Journal of Voice, 2024 - Elsevier
Objective This study evaluates the efficacy of voice analysis combined with machine
learning (ML) techniques in enabling the diagnosis of Parkinson's disease (PD). Methods …
learning (ML) techniques in enabling the diagnosis of Parkinson's disease (PD). Methods …
Machine learning-and statistical-based voice analysis of Parkinson's disease patients: A survey
F Amato, G Saggio, V Cesarini, G Olmo… - Expert Systems with …, 2023 - Elsevier
The preliminary diagnosis and evaluation of the presence and/or severity of Parkinson's
disease is crucial in controlling the progress of the disease. Real-time, non-invasive …
disease is crucial in controlling the progress of the disease. Real-time, non-invasive …
Machine learning techniques for voice-based early detection of Parkinson's disease
Neurodegenerative, progressive diseases having multiple motor and non-motor
characteristics are mainly associated with Parkinson's disease (PD). A person suffering from …
characteristics are mainly associated with Parkinson's disease (PD). A person suffering from …