Journal ArticleDOI
Gait and tremor investigation using machine learning techniques for the diagnosis of Parkinson disease
TLDR
A novel approach has been proposed to diagnose PD using the gait analysis, that consists of the gact cycle, which can be broken down into various phases and periods to determine normative and abnormal gait.About:
This article is published in Future Generation Computer Systems.The article was published on 2018-06-01. It has received 176 citations till now. The article focuses on the topics: Gait (human) & Gait analysis.read more
Citations
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Journal ArticleDOI
Enabling technologies for fog computing in healthcare IoT systems
Ammar Awad Mutlag,Mohd Khanapi Abd Ghani,N. Arunkumar,Mazin Abed Mohammed,Mazin Abed Mohammed,Othman Mohd +5 more
TL;DR: A systematic literature review of the technologies for fog computing in the healthcare IoT systems field and analyzing the previous is presented, providing motivation, limitations faced by researchers, and suggestions proposed to analysts for improving this essential research field.
Journal ArticleDOI
Machine learning-based coronary artery disease diagnosis: A comprehensive review.
Roohallah Alizadehsani,Moloud Abdar,Mohamad Roshanzamir,Abbas Khosravi,Parham M. Kebria,Fahime Khozeimeh,Saeid Nahavandi,Nizal Sarrafzadegan,Nizal Sarrafzadegan,U. Rajendra Acharya,U. Rajendra Acharya,U. Rajendra Acharya +11 more
TL;DR: A comprehensive and multifaceted review of all relevant studies that were published between 1992 and 2019 for ML-based CAD diagnosis and the impacts of various factors, such as dataset characteristics, sample size, features, and the stenosis of each coronary artery are investigated in detail.
Journal ArticleDOI
Dynamic Handwriting Analysis for the Assessment of Neurodegenerative Diseases: A Pattern Recognition Perspective
Donato Impedovo,Giuseppe Pirlo +1 more
TL;DR: This paper addresses the most relevant results obtained in the field of online (dynamic) analysis of handwritten trials by AD and PD patients and highlights the most profitable research directions.
Journal ArticleDOI
Early diagnosis of Parkinson’s disease using machine learning algorithms
TL;DR: Support Vector Machines with Recursive Feature Elimination was shown to perform better than the other methods and 93.84% accuracy was achieved with the least number of voice features for Parkinson’s diagnosis.
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The Role of Movement Analysis in Diagnosing and Monitoring Neurodegenerative Conditions: Insights from Gait and Postural Control.
Christopher D. Buckley,Lisa Alcock,Ríona McArdle,Rana Zia Ur Rehman,Silvia Del Din,Claudia Mazzà,Alison J. Yarnall,Alison J. Yarnall,Lynn Rochester,Lynn Rochester +9 more
TL;DR: The novel ‘big data’ approaches that utilise data mining and machine learning techniques to improve disease classification and risk prediction are summarised, and recommendations for future direction are concluded.
References
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Journal ArticleDOI
Diagnostic Criteria for Parkinson Disease
TL;DR: A clinical diagnostic classification based on a comprehensive review of the literature regarding the sensitivity and specificity of the characteristic clinical features of PD is proposed: Definite, Probable, and Possible.
Journal Article
Balance in elderly patients : The "get-up and go" test
TL;DR: The get-up and go test proved to be a satisfactory clinical measure of balance in elderly people and had good correlation with laboratory tests.
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Quantitative gait analysis in Parkinson's disease: comparison with a healthy control group.
Olumide Sofuwa,Olumide Sofuwa,Alice Nieuwboer,Kaat Desloovere,A M Willems,F Chavret,Ilse Jonkers +6 more
TL;DR: Compared gait parameters in Parkinson's disease during the on-phase of medication cycle with those of healthy elderly control subjects, a lack of a correlation between ankle and hip power generation and walking velocity suggests that peripheral and central factors contribute to lack of forward progression.
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Effect of gait speed on gait rhythmicity in Parkinson's disease: variability of stride time and swing time respond differently
Silvi Frenkel-Toledo,Nir Giladi,Nir Giladi,Chava Peretz,Chava Peretz,Talia Herman,Talia Herman,Leor Gruendlinger,Jeffrey M. Hausdorff,Jeffrey M. Hausdorff,Jeffrey M. Hausdorff +10 more
TL;DR: The present results demonstrate that swing time variability is independent of gait speed, at least over the range studied, and therefore, that it may be used as a speed-independent marker of rhythmicity and gait steadiness.
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Abnormalities in the stride length-cadence relation in parkinsonian gait.
TL;DR: Results suggest that defective scaling of stride length underlies gait disturbance in Parkinson's disease and levodopa medication treatment is recommended.