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

Table 18

Accuracy results of WeChat picture traffic dataset.

Pkts #	Bayes Net	N/Bayes	SMO	Adaboost	Bagging	OneR	Part	Hoeffbing	C4.5	R/forest	Average
2	33.33	33.33	33.33	33.33	33.33	33.33	33.33	66.66	33.33	33.33	36.663
3	22.22	44.44	33.33	44.44	22.22	22.22	33.33	44.44	33.33	44.44	34.441
4	33.33	66.66	58.33	58.33	33.33	33.33	66.66	83.33	66.66	75.00	57.496
5	33.33	73.33	40.00	73.33	53.33	26.66	46.66	86.66	46.66	80.00	55.996
6	33.33	72.22	66.66	61.11	72.22	33.33	77.00	88.88	77.77	88.88	67.144
7	66.66	76.19	42.85	71.42	57.14	28.57	80.95	90.47	80.95	80.95	67.615
8	62.50	79.16	62.50	66.66	66.66	33.33	83.33	91.66	83.33	75.00	70.413
9	62.96	70.37	40.74	62.96	59.25	29.62	77.77	81.48	77.77	81.48	64.444
10	76.66	80.00	50.00	60.00	63.33	33.33	73.33	80.00	80.00	76.66	67.331
11	57.57	78.78	33.33	63.63	69.69	36.36	81.81	81.81	81.81	78.78	66.357
12	80.55	69.44	61.11	66.66	69.44	66.66	80.55	75.00	80.55	80.55	73.051
13	82.05	76.92	41.02	66.66	87.17	66.66	79.48	82.05	79.48	89.74	75.123
14	78.57	76.19	64.28	66.66	78.57	66.66	85.71	83.33	90.47	90.47	78.091
15	77.77	68.88	92.22	66.66	82.22	66.66	86.66	77.77	80.00	91.11	78.995
16	87.50	64.58	52.08	66.66	77.08	62.50	83.33	77.08	87.50	87.50	74.581
17	74.50	66.66	39.21	64.70	76.47	66.66	82.35	78.43	88.23	92.15	72.936
18	77.77	75.92	92.96	66.66	79.62	68.51	94.44	79.62	94.44	98.14	82.808
19	75.43	68.42	40.35	63.15	75.43	66.66	87.71	78.94	94.73	87.71	73.853
20	78.33	73.33	65.00	66.66	73.33	70.00	88.33	83.33	95.00	95.00	78.831