Table 1 Comparison between classification methods for eight classes of activities
From: Real-time motion onset recognition for robot-assisted gait rehabilitation
Classifier | Prediction speed (obsa/s) | F1-score (%) (LOPOCV) |
|---|---|---|
Decision tree | 4,006,000 | \(78.87 \pm 11.6\) |
KNN (neighbors = 3) | 10,060 | \(78.34\pm 8.4\) |
Linear SVM | 5,120,000 | \(85.40 \pm 5.07\) |
Linear logistic regression | 4,067,000 | \(83.9\pm 6.4\) |
Neural Network | 2,268,000 | \(86.83\pm 6.2\) |