Effective Packet Number for 5G IM WeChat Application at Early Stage Traffic Classification

Table 19

Accuracy results of WeChat text traffic dataset.

Pkts #	Bayes Net	N/Bayes	SMO	Adaboost	Bagging	OneR	Part	Hoeffbing	C4.5	R/forest	Average
2	66.66	33.33	33.33	33.33	66.66	50.00	33.33	33.33	66.66	66.66	48.32
3	33.33	22.22	33.33	33.33	44.44	55.55	22.22	33.33	55.55	22.22	35.55
4	58.33	41.66	41.66	66.66	58.66	41.66	33.33	66.66	66.66	58.33	53.36
5	73.33	60.00	53.33	86.66	80.00	73.33	26.66	86.66	73.33	46.66	65.99
6	66.66	44.44	50.00	77.77	72.22	61.11	33.33	77.77	72.22	72.22	62.77
7	85.71	85.71	61.90	80.95	85.71	71.42	28.57	80.95	85.71	47.61	71.42
8	83.33	70.83	62.50	79.16	91.66	70.83	33.33	79.16	91.66	58.33	72.07
9	70.37	62.96	66.66	88.88	74.07	59.25	29.62	88.88	77.77	48.14	66.66
10	76.66	70.00	70.00	90.00	93.33	83.33	33.33	90.00	83.33	60.00	74.99
11	84.84	78.78	75.75	90.90	81.81	66.66	48.48	90.90	90.90	54.54	76.35
12	86.11	77.77	88.88	91.66	91.66	77.77	66.66	91.66	91.66	61.11	82.49
13	79.48	82.05	69.23	89.74	76.92	74.35	74.35	89.74	84.61	38.46	75.89
14	85.71	85.71	69.04	90.47	95.23	78.57	76.19	90.47	92.85	61.90	82.61
15	71.11	84.44	68.88	88.88	91.11	80.00	68.88	88.88	93.33	62.22	79.77
16	75.00	70.83	93.75	95.83	91.66	77.08	72.91	95.83	91.66	60.41	82.49
17	82.35	82.35	92.15	96.07	92.15	80.39	70.58	96.07	96.07	41.17	82.93
18	88.88	85.15	94.44	96.29	92.59	81.48	85.18	96.29	94.44	62.96	87.77
19	87.71	94.73	96.49	100.0	92.98	84.21	87.71	100.0	100.0	63.15	90.69
20	85.00	93.33	95.00	100.0	91.66	81.66	95.00	100.0	100.0	61.66	90.33