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

Journal of Big Data

Table 1 Big datasets used for empirical evaluation

ID	UCI dataset name	Samples	Attributes	Classes
DS1	Poker Hand—consisting of five playing cards	1,025,010	11	9
DS2	SUSY —Monte Carlo simulations of kinematic properties measured by the particle detectors	5,000,000	18	2
DS3	Record Linkage Comparison Patterns—decide from a comparison pattern whether the underlying records belong to one person	5,749,132	9	2
DS4	KDD Cup 1999—build a network intrusion detector	4,898,431	42	23
DS5	Individual household electric power consumption	2,075,259	9	Continuous
DS6	HIGGS—distinguish between a signal process, which produces Higgs bosons, and a background process	11,000,000	28	2