scholarly journals Longitudinal clustering analysis and prediction of Parkinson’s disease progression using radiomics and hybrid machine learning

2021 ◽  
Vol 0 (0) ◽  
pp. 0-0
Author(s):  
Mohammad R. Salmanpour ◽  
Mojtaba Shamsaei ◽  
Ghasem Hajianfar ◽  
Hamid Soltanian-Zadeh ◽  
Arman Rahmim
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Disease Progression ◽  
Clustering Analysis ◽  
Hybrid Machine

scholarly journals The Use of Event-Related Potentials and Machine Learning to Improve Diagnostic Testing and Prediction of Disease Progression in Parkinson’s Disease

2021 ◽  
Author(s):  
Robin Vlieger ◽  
Elena Daskalaki ◽  
Deborah Apthorp ◽  
Christian J Lueck ◽  
Hanna Suominen
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Disease Progression ◽  
Objective Assessment ◽  
Diagnostic Testing ◽  
Event Related Potentials ◽  
Disease Status ◽  
Related Potentials ◽  
Machine Learning Models

Current tests of disease status in Parkinson’s disease suffer from high variability, limiting their ability to determine disease severity and prognosis. Event-related potentials, in conjunction with machine learning, may provide a more objective assessment. In this study, we will use event-related potentials to develop machine learning models, aiming to provide an objective way to assess disease status and predict disease progression in Parkinson’s disease.

Robust identification of Parkinson's disease subtypes using radiomics and hybrid machine learning

2021 ◽  
Vol 129 ◽  
pp. 104142
Author(s):  
Mohammad R. Salmanpour ◽  
Mojtaba Shamsaei ◽  
Abdollah Saberi ◽  
Ghasem Hajianfar ◽  
Hamid Soltanian-Zadeh ◽  
...  
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Robust Identification ◽  
Disease Subtypes ◽  
Hybrid Machine

Multiclass machine learning classification of functional brain images for Parkinson's disease stage prediction

2020 ◽  
Vol 13 (5) ◽  
pp. 508-523 ◽  
Author(s):  
Guan‐Hua Huang ◽  
Chih‐Hsuan Lin ◽  
Yu‐Ren Cai ◽  
Tai‐Been Chen ◽  
Shih‐Yen Hsu ◽  
...  
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Disease Stage ◽  
Brain Images ◽  
Functional Brain ◽  
Machine Learning Classification
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