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 …

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 …

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 …

Parkinson's disease detection using multiple speech signals

TV Priya, S Sivapatham, A Kar - 2020 IEEE 4th Conference on …, 2020 - ieeexplore.ieee.org
Parkinson's disease (PD) is the most common progressive neurodegenerative disorder. The
symptoms of PD are classified into motor and non-motor. The non-motor symptoms are …

Detection of voice impairment for parkinson's disease using machine learning tools

R Laila, L Salwa, R Mohammed - 2020 10th International …, 2021 - ieeexplore.ieee.org
Parkinson's disease is a progressive nervous system disorder that affects movement, and
patients need periodic monitoring which is difficult for them and costs a lot. In recent years …

Musical feature based classification of Parkinson's disease using dysphonic speech

İ Kurt, S Ulukaya, O Erdem - 2018 41st International …, 2018 - ieeexplore.ieee.org
Speech and voice disorders are one of the most significant biomarkers in early diagnosis of
Parkinson's disease (PD). The development of an objective, reliable and effective prediction …

A hybrid approach to Parkinson disease classification using speech signal: the combination of smote and random forests

K Polat - 2019 scientific meeting on electrical-electronics & …, 2019 - ieeexplore.ieee.org
In this study, a novel method is proposed for the detection of Parkinson's disease with the
features obtained from the speech signals. Detection and early diagnosis of Parkinson's …

Analysis of multiple types of voice recordings in cepstral domain using MFCC for discriminating between patients with Parkinson's disease and healthy people

A Benba, A Jilbab, A Hammouch - International Journal of Speech …, 2016 - Springer
In this study, we wanted to discriminate between two groups of people. The database used
in this study contains 20 patients with Parkinson's disease (PD) and 20 healthy people …

[PDF][PDF] Parkinson's disease classification based on vowel sound

D Hemmerling, D Sztaho - … and Analysis of Vocal Emissions for …, 2019 - library.oapen.org
Parkinson's disease (PD) is the second most frequent neurodegenerative disorder that
causes decisive deterioration of the quality of life through severe motor and cognitive …