Mahalanobis Metric-based Oversampling Technique for Parkinson's Disease Severity Assessment using Spatiotemporal Gait Parameters
Parkinson's Disease (PD) severity level detection is crucial for timely and effective medical
intervention. Due to the scarcity of PD gait data especially subject samples of higher severity …
intervention. Due to the scarcity of PD gait data especially subject samples of higher severity …
Machine learning corroborates subjective ratings of walking and balance difficulty in multiple sclerosis
W Hu, O Combden, X Jiang, S Buragadda… - Frontiers in artificial …, 2022 - frontiersin.org
Machine learning can discern meaningful information from large datasets. Applying machine
learning techniques to raw sensor data from instrumented walkways could automatically …
learning techniques to raw sensor data from instrumented walkways could automatically …
Novel machine learning-based hybrid strategy for severity assessment of Parkinson's disorders
P Khera, N Kumar - Medical & Biological Engineering & Computing, 2022 - Springer
Parkinson's disease (PD) severity assessment in clinical settings largely depends on
expertise level of clinicians which have inherent limitations and non-uniformity. Instrumented …
expertise level of clinicians which have inherent limitations and non-uniformity. Instrumented …
Decision support framework for predicting rate of gait recovery with optimized treatment planning
P Khera, N Kumar - Expert Systems with Applications, 2024 - Elsevier
Rate of Recovery during the rehabilitation procedure is not effectively evaluated due to
existing limitations of measurement tools and large human variability. The conventional way …
existing limitations of measurement tools and large human variability. The conventional way …
[PDF][PDF] Design and implementation of ML model for early diagnosis of Parkinson's disease using gait data analysis in IoT environment
N Mehra, P Mittal - … Journal of Advanced Computer Science and …, 2022 - researchgate.net
Parkinson's disease (PD) is the world's second most neurodegenerative disorder that results
in a steady loss of movement. The symptoms in patients occur slowly with the passage of …
in a steady loss of movement. The symptoms in patients occur slowly with the passage of …
A Computer Method for Pronation-Supination Assessment in Parkinson's Disease Based on Latent Space Representations of Biomechanical Indicators
LP Sánchez-Fernández, A Garza-Rodríguez… - Bioengineering, 2023 - mdpi.com
One problem in the quantitative assessment of biomechanical impairments in Parkinson's
disease patients is the need for scalable and adaptable computing systems. This work …
disease patients is the need for scalable and adaptable computing systems. This work …
Information Set based Decision Tree for Parkinson's Disease Severity Assessment using Multidimensional Gait Dataset
Parkinson's Disease (PD) diagnosis with an explicit severity level assessment is essential
for timely medical intervention. Gait analysis has been proven to assist in defining PD …
for timely medical intervention. Gait analysis has been proven to assist in defining PD …
A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis
Recent years have witnessed an increasing global population affected by
neurodegenerative diseases (NDs), which traditionally require extensive healthcare …
neurodegenerative diseases (NDs), which traditionally require extensive healthcare …
Intelligent IoT Anklets for Monitoring the Assessment of Parkinson's Diseases
Parkinson's disease (PD) is one of the fastest-growing neurological diseases in the world,
characterized by impaired speech and walking abilities in patients. Currently, doctors …
characterized by impaired speech and walking abilities in patients. Currently, doctors …
Digital-Health Monitoring System for Healthy Aging using Gait Biomarkers
Healthy aging is crucial for socioeconomic independence and quality living. Nevertheless,
age-related gait variations result in mobility issues influencing human walk. Hence, studying …
age-related gait variations result in mobility issues influencing human walk. Hence, studying …