Effectiveness of Speech Analysis in Classification of Neurodegenerative Diseases: A Study on Parkinson's Disease

SB Appakaya, R Sankar - SoutheastCon 2018, 2018 - ieeexplore.ieee.org
Neurodegenerative (ND) diseases have caused significant increase in the death rates
across the world. The urgent need for biomarkers for diseases like Alzheimer's disease (AD) …

An exploration on feature extraction and classification techniques for dysphonic speech disorder in Parkinson's Disease

S Sharanyaa, PN Renjith, K Ramesh - Inventive Communication and …, 2022 - Springer
Parkinson's disease is a neurodegenerative disorder, and it is a progressive disease that
affects the human lifestyle. The survey described here paves the way to understand how the …

Parkinson's disease classification using pitch synchronous speech segments and fine Gaussian kernels based SVM

SB Appakaya, R Sankar - … of the IEEE engineering in medicine …, 2020 - ieeexplore.ieee.org
Researchers have been using signal processing based methods to assess speech from
Parkinson's disease (PD) patients and identify the contrasting features in comparison to …

Classification of Parkinson's disease using speech attributes with parametric and nonparametric machine learning techniques

S Sharanyaa, PN Renjith… - 2020 3rd international …, 2020 - ieeexplore.ieee.org
Parkinson's disease is a neurological disorder that affects the central nervous system which
results in improper functioning of body movements including difficulty in speaking, walking …

Detection of Parkinson's disease (PD) based on speech recordings using machine learning techniques

AA Abdullah, NN Norazman… - … on Innovation and …, 2020 - ieeexplore.ieee.org
There are some neurodegenerative diseases which are unable to cure such as Parkinson's
disease (PD) and Hungtinton's disease due to the death of certain parts in the brain that is …

A Feature Driven Intelligent System for Neurodegenerative Disorder Detection: An Application on Speech Dataset for Diagnosis of Parkinson's Disease

İ Cantürk - International Journal on Artificial Intelligence Tools, 2021 - World Scientific
Parkinson's disease (PD) is a prevalent, and progressive neurological disorder. Due to the
motor and non-motor symptoms of the disease, it lowers life quality of the patients. Tremor …

Speech processing for early Parkinson's disease diagnosis: machine learning and deep learning-based approach

R Khaskhoussy, YB Ayed - Social Network Analysis and Mining, 2022 - Springer
Speech production disorders during Parkinson's Disease (PD) stand for one of the clinical
markers which are representative of the evolution of motor and cognitive disability …

Classification of Parkinson's disease Using Pitch Synchronous Speech Analysis

SB Appakaya, R Sankar - … of the IEEE Engineering in Medicine …, 2018 - ieeexplore.ieee.org
Human speech production is a complex task that demands synchronized cognitive and
muscular functioning. Assessment of a Parkinson's disease (PD) patient's speech using …

Early detection of Parkinson's disease through speech features and machine learning: a review

AS Gullapalli, VK Mittal - ICT with Intelligent Applications: Proceedings of …, 2022 - Springer
Parkinson's Disease (PD) is a kind of neurodegenerative disorder. The disease causes
communication impairment based on its progression. In general, identification of PD carried …

Parkinson's disease diagnosis based on multivariate deep features of speech signal

P Khojasteh, R Viswanathan… - 2018 IEEE life …, 2018 - ieeexplore.ieee.org
Parkinson's disease (PD) is known as neurodegenerative disorder causing speech
impairment in patients. Therefore, voice recording has been used as useful tool for …