From: Recognition of cooking activities through air quality sensor data for supporting food journaling
 | R.F. | B.N. | N.B. | L.R. | kNN | SVM |
---|---|---|---|---|---|---|
TN | 332,208 | 297,465 | 308,529 | 332,056 | 321,735 | 293,351 |
FP | 1539 | 36,282 | 25,218 | 1691 | 12,012 | 40,396 |
TP | 3691 | 11,403 | 7519 | 2665 | 4707 | 10,549 |
FN | 12,626 | 4914 | 8798 | 13,652 | 11,610 | 5768 |
Accuracy (%) | 95.95 | 88.23 | 90.28 | 95.62 | 93.25 | 86.81 |
Specificity (%) | 99.54 | 89.13 | 92.44 | 99.49 | 96.40 | 87.90 |
Recall (%) | 22.62 | 69.88 | 46.08 | 16.33 | 28.85 | 64.65 |
Precision (%) | 70.57 | 23.91 | 22.97 | 61.18 | 28.15 | 20.71 |
F1-score (%) | 34.26 | 35.63 | 30.66 | 25.78 | 28.50 | 31.37 |