| Hoeffding Tree Algorithm | Dataset | Accuracy | Kappa Statistic | Time | Memory |
| StreamDM | NSL-KDD | 93% | 90% |
|
|
| Restricted Hoeffding Trees | RT | 92.15% |
| 1732.25 s | 201.34 MB |
| AUE2 with Buffer | RBF | 94.07% |
|
| 2.73 MB |
| AUE2 without Buffer | RBF | 94.06% |
|
| 2.15 MB |
| HAT + DDM + ADWIN | cyber-attacks (2 classes) | 98% | 94% |
|
|
| HAT + DDM + ADWIN | cyber-attacks (41 classes) | 92% | 91% |
|
|