The Scientific World Journal / 2015 / Article / Tab 5

Research Article

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

Table 5

LED dataset, 100 000 examples. Seven change points: every 12 500 examples. Columns A, = 0 and columns B, = 1000.

ClassifiersLEDSEA
Final accuracy (%)Time (s) Final accuracy (%)Time (s)
ABABABAB

FAE72,2771,9574,6981,3287,4686,9511,3710,67
AUE71,5271,59133,54120,8485,9986,415,0914,96
AWE70,3870,06236,58210,7986,5886,530,6230,17
OzaBagAdwin71,6872,0886,6791,3786,1386,3112,9913,23
Hoeffding Tree62,6562,718,57,9284,3184,351,091,19

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