HDEC: A Heterogeneous Dynamic Ensemble Classifier for Binary Datasets

Table 6

The selected classifiers of ATPC and ATNC groups.

Dataset	True positive classifiers	True negative classifiers
AUS	NaiveBayes, BayesNet, KStar, and J48	OneR, DecisionStump, SMO, and DecisionTable
BRC	REPTree, J48, DecisionTable, and IBk	BayesNet, NaiveBayes, IBk, and DecisionTable
COL	DecisionTable, J48, REPTree, and SMO	OneR, DecisionStump, NaiveBayes, and SMO
DBT	SMO, OneR, DecisionTable, and NaiveBayes	BayesNet, REPTree, NaiveBayes, and J48
CLS	IBk, KStar, J48, and REPTree	IBk, KStar, J48, and DecisionStump
HRT	DecisionTable, SMO, NaiveBayes, and BayesNet	BayesNet, SMO, NaiveBayes, and DecisionTable
HPT	BayesNet, NaiveBayes, DecisionTable, and SMO	DecisionStump, REPTree, OneR, and SMO
ION	NaiveBayes, J48, REPTree, and BayesNet	DecisionStump, KStar, SMO, and IBk
LVD	NaiveBayes, KStar, IBk, and J48	SMO, DecisionTable, REPTree, and BayesNet
SON	KStar, IBk, DecisionTable, and BayesNet	IBk, NaiveBayes, KStar, and SMO
GDE	SMO, DecisionTable, OneR, and REPTree	BayesNet, J48, REPTree, and DecisionTable
VOT	J48, DecisionTable, REPTree, 5. Conclusion and OneR	OneR, DecisionStump, SMO, and REPTree