Research Article

HDEC: A Heterogeneous Dynamic Ensemble Classifier for Binary Datasets

Table 3

The best result of individual classifiers.

DatasetAccuracyGeometric mean
TypeValueTypeValue

AUSRT85.65 ± 0.461R85.98 ± 0.51
BRCDT74.23 ± 0.96DS62.11 ± 2.24
COLDT85.38 ± 0.29DT81.85 ± 0.34
DBTSVM76.86 ± 0.31BN71.81 ± 0.94
CLSKNN100KNN100
HRTSVM84.44 ± 0.51SVM83.90 ± 0.57
HPTSVM85.10 ± 1.57NB78.28 ± 0.83
IONRT91.16 ± 0.73DT89.02 ± 0.81
LVDK66.67 ± 1.39K65.76 ± 1.30
SONKNN86.54 ± 0.27KNN86.20 ± 0.33
GDEDsT83.19 ± 0.33DT70.27 ± 0.44
VOTDT96.64 ± 0.21DT96.39 ± 0.21