From: Data mining approach for predicting the daily Internet data traffic of a smart university
Tree Ensemble | Decision Tree | Random Forest | Naïve Bayes | |||||
---|---|---|---|---|---|---|---|---|
True positives | False positives | True positives | False positives | True positives | False positives | True positives | False positives | |
Internet download traffic | ||||||||
LDT | 27 | 17 | 23 | 11 | 27 | 18 | 26 | 13 |
SDT | 15 | 10 | 16 | 19 | 15 | 13 | 16 | 8 |
MDT | 13 | 7 | 11 | 5 | 12 | 5 | 8 | 9 |
HDT | 11 | 6 | 9 | 12 | 10 | 6 | 13 | 13 |
Overall | 66 | 40 | 59 | 47 | 64 | 42 | 63 | 43 |
Internet upload traffic | ||||||||
LDT | 16 | 16 | 14 | 13 | 18 | 15 | 15 | 11 |
SDT | 13 | 13 | 12 | 22 | 14 | 10 | 15 | 12 |
MDT | 19 | 9 | 14 | 10 | 17 | 10 | 15 | 8 |
HDT | 18 | 2 | 19 | 2 | 18 | 4 | 21 | 9 |
Overall | 66 | 40 | 59 | 47 | 67 | 39 | 66 | 40 |