Selecting a representative decision tree from an ensemble of decision-tree models for fast big data classification

Journal of Big Data

Table 5 Comparison between accuracies of five best trees

Algorithm name	UCI dataset name	Five best SySM train 80%	Five most accurate trees train 80%	Five best SySM train 90%
CART	Poker Hand	0.529	0.536	0.519
CART	SUSY	0.782	0.786	0.786
CART	RLCP	0.997	0.998	0.998
CART	KDD Cup	0.998	0.997	0.999
CART	Household Elec.	0.998	0.997	0.999
CART	HIGGS	0.998	0.997	0.999
J48	Poker Hand	0.557	0.589	0.531
J48	SUSY	0.693	0.737	0.783
J48	RLCP	0.999	0.999	0.999
J48	KDD Cup	1.000	1.000	0.998
J48	Household Elec.	0.557	0.556	0.555
J48	HIGGS	0.652	0.649	0.648