A survey of human gait-based artificial intelligence applications

EJ Harris, IH Khoo, E Demircan - Frontiers in Robotics and AI, 2022‏ - frontiersin.org
We performed an electronic database search of published works from 2012 to mid-2021 that
focus on human gait studies and apply machine learning techniques. We identified six key …

Automated methods for diagnosis of Parkinson's disease and predicting severity level

Z Ayaz, S Naz, NH Khan, I Razzak, M Imran - Neural Computing and …, 2023‏ - Springer
The recent advancements in information technology and bioinformatics have led to
exceptional contributions in medical sciences. Extensive developments have been recorded …

Detection and assessment of Parkinson's disease based on gait analysis: A survey

Y Guo, J Yang, Y Liu, X Chen, GZ Yang - Frontiers in aging …, 2022‏ - frontiersin.org
Neurological disorders represent one of the leading causes of disability and mortality in the
world. Parkinson's Disease (PD), for example, affecting millions of people worldwide is often …

Improvement of Performance in Freezing of Gait detection in Parkinson's Disease using Transformer networks and a single waist-worn triaxial accelerometer

L Sigcha, L Borzì, I Pavón, N Costa, S Costa… - … Applications of Artificial …, 2022‏ - Elsevier
Freezing of gait (FOG) is one of the most incapacitating symptoms in Parkinson's disease,
affecting more than 50% of patients in advanced stages of the disease. The presence of …

Efficient detection of Parkinson's disease using deep learning techniques over medical data

L Sahu, R Sharma, I Sahu, M Das, B Sahu… - Expert …, 2022‏ - Wiley Online Library
Parkinson's disease is a degenerative disease that leads to brain disorder and
nonfunctioning of different body parts. Deep learning tools like artificial neural network …

Gait and balance assessments using smartphone applications in Parkinson's disease: a systematic review

L Abou, J Peters, E Wong, R Akers, MS Dossou… - Journal of medical …, 2021‏ - Springer
Gait dysfunctions and balance impairments are key fall risk factors and associated with
reduced quality of life in individuals with Parkinson's Disease (PD). Smartphone-based …

[HTML][HTML] Applied picture fuzzy sets with knowledge reasoning and linguistics in clinical decision support system

H Van Pham, P Moore, BC Cuong - Neuroscience Informatics, 2022‏ - Elsevier
Motivation: Healthcare systems globally face significant resource and financial challenges.
Moreover, these challenges have resulted in an existential paradigm shift driven by:(i) the …

Modeling and evaluating full-cycle natural gait detection based on human electrostatic field

S Qin, X Chen, P Li, W Li, Z Wu, H Jiang… - IEEE Transactions …, 2023‏ - ieeexplore.ieee.org
Gait analysis is a technique facilitating disease diagnosis, rehabilitation, and mobility
assessment. The gait detection approach based on the human electric field is noncontact …

Context recognition algorithms for energy-efficient freezing-of-gait detection in Parkinson's disease

L Borzì, L Sigcha, G Olmo - Sensors, 2023‏ - mdpi.com
Freezing of gait (FoG) is a disabling clinical phenomenon of Parkinson's disease (PD)
characterized by the inability to move the feet forward despite the intention to walk. It is one …

Accuracy Analysis of Type-2 Fuzzy System in Predicting Parkinson's Disease Using Biomedical Voice Measures

M Nilashi, RA Abumalloh, H Ahmadi, S Samad… - International Journal of …, 2024‏ - Springer
Parkinson's disease (PD) is a progressive neurodegenerative illness triggered by decreased
dopamine secretion. Fuzzy logic has gained substantial attention in PD diagnosis research …