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

Table 20

Accuracy results of WeChat video 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	66.66	83.33	66.66	33.33	66.66	100	66.66	61.66
3	66.66	55.55	33.33	77.77	88.88	88.88	33.33	77.77	100	77.00	69.91
4	66.66	83.33	83.33	100.0	83.33	66.66	33.33	100.0	100	66.66	78.33
5	66.66	86.66	80.00	100.0	86.66	86.66	33.33	100.0	100	73.33	81.33
6	66.66	88.88	77.77	100.0	83.33	83.33	66.66	100.0	100	72.22	83.88
7	66.66	90.47	76.19	100.0	85.71	85.71	66.66	100.0	100	76.19	84.75
8	66.66	91.66	75.00	100.0	83.33	83.33	75.00	100.0	100	75.00	84.99
9	66.66	88.88	74.07	96.29	81.48	81.48	74.07	96.29	100	74.07	83.32
10	70.00	90.00	73.33	93.33	76.66	83.33	76.66	96.66	100	73.33	83.33
11	69.69	87.87	72.72	93.93	78.78	81.81	78.78	96.96	100	75.75	83.62
12	69.44	86.11	72.22	94.44	77.77	83.33	88.88	97.22	100	75.00	84.44
13	69.23	87.17	94.87	94.87	79.48	79.48	87.17	97.43	100	74.35	86.40
14	66.66	95.23	76.19	95.23	76.19	78.57	83.33	95.23	100	71.42	83.80
15	66.66	84.44	86.66	93.33	73.33	77.77	84.44	93.33	100	62.22	82.21
16	68.75	85.41	85.41	89.58	72.91	75.00	83.33	95.83	100	62.50	81.87
17	35.70	82.35	82.35	88.23	47.05	50.98	82.35	92.15	100	41.17	70.23
18	62.96	81.48	83.33	88.88	51.85	51.85	81.48	85.18	100	40.74	72.77
19	61.40	78.94	82.45	89.47	54.38	54.38	85.96	89.47	100	42.10	73.85
20	61.66	86.66	81.66	88.33	53.33	51.66	85.00	88.33	100	41.66	73.82