Research graph
References from Exploration and demonstration of explainable machine learning models in prosthetic rehabilitation-based gait analysis. Local targets link to admitted publications; unresolved targets remain external evidence.
Biomechanics and physiological parameters during gait in lower-limb amputees: A systematic review
10.1016/j.gaitpost.2011.02.003 · 2011 · External reference
Clinical and demographic factors influencing the asymmetry of gait in lower-limb prosthetic users
10.3390/sym14091910 · 2022 · External reference
Gait performance of friction-based prosthetic knee joint swing-phase controllers in under-resourced settings
10.3390/prosthesis4010013 · 2022 · External reference
Comparison of conventional statistical methods with machine learning in medicine: diagnosis, drug development, and treatment
10.3390/medicina56090455 · 2020 · External reference
10.4324/9781315744131
10.4324/9781315744131 · 2017 · External reference
Statistically reinforced machine learning for nonlinear patterns and variable interactions
10.1002/ecs2.1976 · 2017 · External reference
Severity classification of Parkinson’s Disease based on permutation-variable importance and persistent entropy
10.3390/app11041834 · 2021 · External reference
Testing differential item functioning in small samples
10.1080/00273171.2019.1671162 · 2020 · External reference
Human gait analysis metric for gait retraining
2019 · External reference
Implementation of machine learning for classifying prosthesis type through conventional gait analysis
2015 · External reference
A vision-based clinical analysis for classification of knee osteoarthritis, Parkinson’s disease and normal gait with severity based on k-nearest neighbour
10.1111/exsy.12955 · 2022 · External reference
Characterization of knee and gait features from a wearable tele-health monitoring system
10.1109/jsen.2022.3146617 · 2022 · External reference
Explaining the differences of gait patterns between high and low-mileage runners with machine learning
10.1038/s41598-022-07054-1 · 2022 · External reference
Scalable machine-learning algorithms for big data analytics: A comprehensive review. Wiley Interdisciplinary Reviews
10.1002/widm.1194 · 2016 · External reference
Big data and machine learning algorithms for health-care delivery
10.1016/s1470-2045(19)30149-4 · 2019 · External reference
Machine learning in medicine: review and applicability
10.36660/abc.20200596 · 2022 · External reference
Systematic review on the applicability of principal component analysis for the study of movement in the older adult population
10.3390/s23010205 · 2023 · External reference
Principles and practice of explainable machine learning
10.3389/fdata.2021.688969 · 2021 · External reference
On the explanation of machine learning predictions in clinical gait analysis
2020 · External reference
Leveraging explainable machine learning to identify gait biomechanical parameters associated with anterior cruciate ligament injury
10.1038/s41598-022-10666-2 · 2022 · External reference
Comparison of gait speed reserve, usual gait speed, and maximum gait speed of adults aged 50+ in Ireland using explainable machine learning
10.3389/fnetp.2021.754477 · 2021 · External reference
Explainable artificial intelligence and wearable sensor-based gait analysis to identify patients with osteopenia and sarcopenia in daily life
10.3390/bios12030167 · 2022 · External reference
Explainable machine learning for knee osteoarthritis diagnosis based on a novel fuzzy feature selection methodology
10.1007/s13246-022-01106-6 · 2022 · External reference
Unresolved reference
2017 · External reference
Identification and interpretation of gait analysis features and foot condition by explainable AI
2022 · External reference
Random Forests
10.1023/a:1010933404324 · 2001 · External reference
Unresolved reference
2019 · External reference
Unresolved reference
2017 · External reference
10.1007/978-3-030-05127-3
10.1007/978-3-030-05127-3 · 2019 · External reference
Comparison of feature importance measures as explanations for classification models
10.1007/s42452-021-04148-9 · 2021 · External reference
Two-dimensional video gait analysis: A systematic review of reliability, validity, and best practice considerations
10.1177/0309364620921290 · 2020 · External reference