EBOC: Ensemble-Based Ordinal Classification in Transportation

Table 3

The comparison of C4.5 based ordinal and ensemble learning methods in terms of classification accuracy.

Dataset	C4.5	Ord.C4.5	Ada.Ord.C4.5	Bag.Ord.C4.5
	(%)	(%)	(%)	(%)
Auto MPG	80.40	80.90	83.67	81.91
Automobile	81.95	66.34	84.39	73.66
Bike Sharing	87.75	87.72	89.29	89.79
Car Evaluation	92.36	92.19	98.73	94.27
Car Sale Advertisements	83.65	81.09	83.82	85.00
NYS Air Passenger Traffic	84.91	85.42	86.05	86.81
Road Traffic Accidents (2017)	85.29	85.29	81.03	84.38
SF Air Traffic Landings Statistics	98.74	98.31	99.37	98.69
SF Air Traffic Passenger Statistics	90.68	90.82	90.41	91.43
Smart City Traffic Patterns	85.66	85.98	85.07	86.94
Statlog (Vehicle Silhouettes)	72.46	68.91	78.13	74.82
Traffic Volume Counts (2012-2013)	88.36	88.12	89.77	89.10
Average	86.02	84.26	87.48	86.40