On Internet Traffic Classification: A Two-Phased Machine Learning Approach

Table 6

Feature sets versus classifier accuracy.

Feature set	Pruning = false			Pruning = true
	No boost	Boost 10	Boost 100	No boost	Boost 10	Boost 100
Set 1	39.58	40.01	41.34	39.44	40.48	41.97
Set 2	24.29	24.29	24.29	24.29	24.29	24.29
Set 3	82.29	83.24	84.29	82.20	84.97	83.95
Set 4	73.18	75.51	75.70	73.18	72.62	75.03
Sets 1 + 3	91.37	94.39	95.98	92.37	94.52	96.67
Sets 1 + 4	84.48	87.47	86.47	84.48	86.42	86.79
Sets 2 + 3	84.90	86.91	85.71	84.90	85.00	85.61
Sets 2 + 4	74.37	77.07	77.21	74.37	76.83	77.42