Authors | Population | Method | Validity | Quality | Quantity | Activity |
---|---|---|---|---|---|---|
Lau et al [34] | Stroke | SVM, MLP, RBF | Leave-one-subject-out method | - | - | Walking |
Barth et al [31] | PD | Boosting with decision stump as weak learner, LDA, and SVM with linear and RBF kernel | Leave-one-subject-out method | x | x | Walking, foot circling, and heel-toe tapping |
Cancela et al [32] | PD | k NN, Parzen, Parzen density, binary decision tree, Bpxnc train NN by back-propagation, and SVM | Cross-validation | x | - | Daily activities (i.e. walking, lying, sitting, drinking a glass of water, opening and closing a door) |
Salarian et al [32] | PD | Logic Regression model with Mamdani fuzzy rule-based classifier | Cross-validation | - | x | sit-to-stand and stand-to-sit |
Zwartjes et al [45] | PD | Decision tree | Leave-one-subject-out method | x | - | lying, sitting, standing, and walking |
Yang et al [43] | PD | Autocorrelation method | Video recordings | - | x | Walking |
Motoi et al [39] | Stroke | Sagittal angle changes | Â | - | - | Walking and sit-to-stand |
Moore et al [38] | PD | Mathematical step-length algorithm | Pen techniques and video recordings | x | x | Walking |
Dobkin et al [33] | Stroke | Naive Bayes classifier in combination with Gaussian discretization followed by a maximum likelihood estimation | Stopwatch | - | x | Walking |