Homogeneous Ensemble Selection - Experimental Studies

摘要

The paper presents the dynamic ensemble selection method. Proposed method uses information from so-called decision profiles which are formed from the outputs of the base classifiers. In order to verify these algorithms, a number of experiments have been carried out on several public available data sets. The proposed dynamic ensemble selection is experimentally compared against all base classifiers and the ensemble classifiers based on the sum and decision profile methods. As a base classifiers we used the pool of homogeneous classifiers.