Table 5 Competitive study on accuracy
From: Comparative study between incremental and ensemble learning on data streams: Case study
Hyperplane 1 | Hyperplane 2 | Hyperplane 3 | Sensor | KDDcup99 | |
|---|---|---|---|---|---|
Average vote horizontal ensemble | 88.14±0.27 | 91.15±0.29 | 78.82±8.45 | 89.05±3.85 | 99.44±0.01 |
Accuracy based horizontal ensemble | 93.85±0.08 | 91.42±0.26 | 88.75±2.36 | 87.34±2.17 | 99.31±0.04 |
Average vote vertical ensemble | 92.4±0.01 | 82.5±0.07 | 83.9±0.04 | 95±0.02 | 98.6±0.01 |
Accuracy based vertical ensemble | 93.6±0.01 | 84.3±0.06 | 86.6±0.04 | 94±0.05 | 98.4±0.01 |