From: Data-driven meal events detection using blood glucose response patterns
ID | Classifier | Meals | Predictions | FP | FN | TP | PPV | TPR | F\(_1\)-score | F\(_2\)-score |
---|---|---|---|---|---|---|---|---|---|---|
540 | Decision Tree | 20 | 9 | 8 | 19 | 1 | 0.11 | 0.05 | 0.07 | 0.06 |
544 | Random Forest | 32 | 38 | 9 | 3 | 29 | 0.76 | 0.91 | 0.83 | 0.87 |
552 | MLP | 14 | 18 | 12 | 8 | 6 | 0.33 | 0.43 | 0.38 | 0.41 |
559 | Gaussian NB | 23 | 31 | 20 | 12 | 11 | 0.35 | 0.48 | 0.41 | 0.45 |
563 | Decision Tree | 23 | 28 | 18 | 13 | 10 | 0.36 | 0.43 | 0.39 | 0.42 |
570 | Random Forest | 31 | 37 | 13 | 7 | 24 | 0.65 | 0.77 | 0.71 | 0.75 |
575 | MLP | 37 | 42 | 18 | 13 | 24 | 0.57 | 0.65 | 0.61 | 0.63 |
584 | Decision Tree | 20 | 34 | 23 | 9 | 11 | 0.32 | 0.55 | 0.41 | 0.48 |
588 | AdaBoost | 34 | 50 | 25 | 9 | 25 | 0.5 | 0.74 | 0.6 | 0.67 |
591 | AdaBoost | 37 | 64 | 38 | 11 | 26 | 0.41 | 0.7 | 0.51 | 0.61 |
596 | Gradient Boosting | 45 | 59 | 27 | 13 | 32 | 0.54 | 0.71 | 0.62 | 0.67 |