Table 14.
Accuracy, Precision, Recall and F-measure for each classifier, obtained from the binary classification between PD and Healthy subjects.
Performances | Supervised | Unsupervised | |||||
---|---|---|---|---|---|---|---|
K-NN | CART | RF | NB | SVM | K-Means | GMM | |
Accuracy | 87.10% | 80.65% | 87.10% | 83.87% | 90.32% | 57.42% | 65.16% |
Precision | 87.08% | 80.63% | 87.82% | 85.31% | 90.55% | 58.52% | 65.94% |
Recall | 87.08% | 80.63% | 86.88% | 83.54% | 90.21% | 57.88% | 64.73% |
F-measure | 87.08% | 80.62% | 87.35% | 84.42% | 90.38% | 58.20% | 65.33% |