Table 1 The accuracy of four kinds of incremental learning algorithms
From: Comparative study between incremental and ensemble learning on data streams: Case study
Hyperplane 1 | Hyperplane 2 | Hyperplane 3 | Sensor | KDDcup99 | |
|---|---|---|---|---|---|
VFDT | 90.42±0.13 | 78.93±1.7 | 82.73±3.08 | 92.21±2.19 | 99.69±0.01 |
CVFDT | 90.44±0.14 | 80.22±1.55 | 84.51±2.68 | 92.22±2.12 | |
Incremental Bayesian | 93.8±0.001 | 73.54±2.89 | 81.65±0.023 | 93.29±0.22 | 98.50±0.002 |
Incremental SVM | 90.8±0.14 | 70.5±3.79 | 80.12±2.96 | 91.89±1.21 | 97.96±0.97 |