Early detection of Parkinson's disease through multimodal features using machine learning approaches

2018 ◽  
Vol 11 (1) ◽  
pp. 31
Author(s):  
Gunjan Pahuja ◽  
T.N. Nagabhushan ◽  
Bhanu Prasad ◽  
Ravi Pushkarna
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Early Detection ◽  
Learning Approaches ◽  
Multimodal Features

scholarly journals Early Detection of Parkinson’s Disease Using Deep Learning and Machine Learning

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 147635-147646 ◽  
Author(s):  
Wu Wang ◽  
Junho Lee ◽  
Fouzi Harrou ◽  
Ying Sun
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Deep Learning ◽  
Early Detection

scholarly journals Comparative Motor Pre-clinical Assessment in Parkinson’s Disease Using Supervised Machine Learning Approaches

2018 ◽  
Vol 46 (12) ◽  
pp. 2057-2068 ◽  
Author(s):  
Erika Rovini ◽  
Carlo Maremmani ◽  
Alessandra Moschetti ◽  
Dario Esposito ◽  
Filippo Cavallo
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Clinical Assessment ◽  
Supervised Machine Learning ◽  
Learning Approaches

scholarly journals A Gamified Assessment Platform for Predicting the Risk of Dementia +Parkinson’s disease (DPD) Co-Morbidity

2020 ◽  
Author(s):  
Zhiwei Zeng ◽  
Hongchao Jiang ◽  
Yanci Zhang ◽  
Zhiqi Shen ◽  
Jun Ji ◽  
...  
Keyword(s):  
Machine Learning ◽  
Parkinson’S Disease ◽  
Parkinson's Disease ◽  
Early Detection ◽  
Predictive Analytics ◽  
Population Aging ◽  
Quality Care ◽  
Medical Conditions ◽  
Co Morbidity ◽  
The World

Population aging is becoming an increasingly important issue around the world. As people live longer, they also tend to suffer from more challenging medical conditions. Currently, there is a lack of a holistic technology-powered solution for providing quality care at affordable cost to patients suffering from co-morbidity. In this paper, we demonstrate a novel AI-powered solution to provide early detection of the onset of Dementia + Parkinson's disease (DPD) co-morbidity, a condition which severely limits a senior's ability to live actively and independently. We investigate useful in-game behaviour markers which can support machine learning-based predictive analytics on seniors' risk of developing DPD co-morbidity.

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