Pruned Ensemble Size Sample Clauses

Pruned Ensemble Size. Table 3 presents the mean pruned ensemble size obtained by each method on each dataset when C4.5 is used as a base classifier. The last row in the table specifies the mean ensemble size over all datasets. All CAP methods usually converge to similar ensembles sizes. GASEN-b usually converges to a smaller ensemble size. Combining the results of Table 1 and Table 3 indicates that it is possible to keep almost the same accuracy of the original ensemble but using only circa 45% of its members.
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