EBOC: Ensemble-Based Ordinal Classification in Transportation

Table 4

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

Dataset	Random	Ord.Random	Ada.Ord.	Bag.Ord.
	Tree	Tree	RandomTree	RandomTree
	(%)	(%)	(%)	(%)
Auto MPG	77.64	81.66	82.66	81.41
Automobile	76.59	74.63	83.41	84.88
Bike Sharing	80.07	80.56	86.98	87.73
Car Evaluation	83.16	85.94	97.22	95.83
Car Sale Advertisements	82.38	82.12	83.90	86.34
NYS Air Passenger Traffic	86.11	86.17	85.61	86.49
Road Traffic Accidents (2017)	78.76	78.44	82.21	84.48
SF Air Traffic Landings Statistics	97.38	97.43	98.93	98.83
SF Air Traffic Passenger Statistics	89.22	89.27	89.05	89.17
Smart City Traffic Patterns	82.26	82.79	84.72	85.91
Statlog (Vehicle Silhouettes)	70.92	65.60	76.71	76.00
Traffic Volume Counts (2012-2013)	82.96	83.45	89.77	89.69
Average	82.29	82.34	86.76	87.23