Research Article

Adaptive Ensemble with Human Memorizing Characteristics for Data Stream Mining

Table 5

Results of average chunk testing time [10āˆ’6 second].

DatasetWinSEAAWEACEMAE

SEA0.302.002.504.502.00
Tree0.503.503.5021.503.55
Hyp1.503.504.0020.503.50
RBF0.503.553.5033.003.05
LED0.504.004.005.003.50
Adult0.502.203.504.503.50
Bank1.5017.2019.50153.0023.00
Conn0.4514.7623.1033.4022.10
Cover0.300.500.401.760.40
EGG1.303.204.505.004.50
Elec22.5041.9033.0092.7033.00
Page10.5045.0043.00123.0075.00
Person0.3011.5011.7016.5012.30
Poker2.504.703.109.103.30
Robot0.3035.3032.50136.0062.50

Mean2.9012.8512.7943.9617.01