The Scientific World Journal / 2015 / Article / Tab 3

Research Article

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

Table 3

SEA concept, 100 000 examples. One change point: = 50 000. Columns A, = 0; columns B, = 100; columns C, = 500; and columns D, = 1000.

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

FAE78,379,579,680,588,188,1488,1488,078,198,178,038,05
AUE78,278,679,379,588,1188,1588,3288,0915,3314,7614,5715,46
AWE80,780,881,78287,6987,6887,7387,7231,0429,8926,6427,85
OzaBagAdwin78,578,879,279,287,9988,0787,8388,2512,7313,6813,8810,9
Hoeffding Tree78,178,57979,186,8186,886,886,81,081,121,091,09

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