The Scientific World Journal / 2015 / Article / Tab 4

Research Article

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

Table 4

LED and SEA concepts, 100 000 examples. Three change points: every 25 000 examples. Columns A, = 0 and columns B, = 1000.

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

FAE72,6572,3683,982,9887,5287,4814,611,72
AUE71,8271,79142,23143,5887,5187,2315,1215,23
AWE72,4371,52233,14239,7787,387,173130,84
OzaBagAdwin71,3972,699,2384,2686,9787,2113,2913,42
Hoeffding Tree61,2261,798,075,3285,6185,61,051,15

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