Table 7. Drift detector summary for abrupt drift.
| Drift type | Abrupt | |||
|---|---|---|---|---|
| Average error | Dataset | Average time | Dataset | |
| DDM | Low | All | Low | Stagger |
| ADWIN | Low | Sine | High | Stagger |
| EDDM | High | ALL | High | All |
| HDDMA & HDDMW | High | Sine | Low | All |
| LSTMDD | Low | ALL | Low | All |
| Drift type | Abrupt | |||
|---|---|---|---|---|
| Average error | Dataset | Average time | Dataset | |
| DDM | Low | All | Low | Stagger |
| ADWIN | Low | Sine | High | Stagger |
| EDDM | High | ALL | High | All |
| HDDMA & HDDMW | High | Sine | Low | All |
| LSTMDD | Low | ALL | Low | All |