The Scientific World Journal / 2015 / Article / Tab 2

Research Article

Fast Adapting Ensemble: A New Algorithm for Mining Data Streams with Concept Drift

Table 2

LED concept, 100 000 examples. One change point: . Columns A, ; columns B, ; columns C, ; and columns D, .

ClassifiersLowest accuracy around change point (%)Final accuracy (%)Time (s)
ABCDABCDABCD

FAE45,150,955,154,173,1573,273,1673,1563,0164,5566,7568,09
AUE19,915,626,63172,8472,9972,9572,89128,12118,81109,25125,49
AWE45,244,727,529,773,1373,1272,9772,87234,52238,35230,43204,13
OzaBagAdwin33,661,661,157,872,6873,5373,4873,44101,57102,13101,43102,68
Hoeffding Tree16,91821,726,769,2469,2469,2669,249,058,958,369,05

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