Research Article

[Retracted] Cyber Security against Intrusion Detection Using Ensemble-Based Approaches

Table 2

Number of features.

NoFeature name

1Bwd IAT std
2Bwd IAT max
3Bwd IAT min
4Fwd PSH flags
5Total length of fwd packets
6Total length of bwd packets
7Fwd packet length max
8Fwd packet length min
9Fwd packet length mean
10Fwd packet length std
11Bwd packet length max
12Bwd packet length min
13Bwd packet length mean
14Bwd packet length std
15Init_Win_bytes_forward
16Init_Win_bytes_backward
17act_data_pkt_fwd
18min_seg_size_forward
19Active mean
20Active std
21Active max
22Active min
23Idle mean
24Idle std
25Idle max
26Idle min
27Flow Bytes/s
28Flow Packets/s
29Flow IAT mean
30Flow IAT std
31Bwd PSH flags
32Fwd URG flags
33Bwd URG flags
34Fwd header len
35Bwd header length
36Fwd packets/s
37Bwd packets/s
38Min packet length
39Max packet length
40Packet length mean
41Packet length std
42Packet length variance
43FIN flag count
44SYN flag count
45Destination port
46Flow duration
47Total fwd packets
48Total backward packets
49URG flag count
50CWE flag count
51Flow IAT max
52Average packet size
53AvgFwd segment size
54AvgBwd segment size
55Fwd header length
56FwdAvg bytes/bulk
57FwdAvg packets/bulk
58FwdAvg bulk rate
59BwdAvg bytes/bulk
60BwdAvg packets/bulk
61BwdAvg bulk rate
62SubflowFwd packets
63SubflowFwd bytes
64SubflowBwd packets
65SubflowBwd bytes
66RST flag count
67PSH flag count
68ACK flag count
69Flow IAT min
70Fwd IAT total
71Fwd IAT mean
72Fwd IAT std
73Fwd IAT max
74Fwd IAT min
75ECE flag count
76Down/up ratio
77Bwd IAT total
78Bwd IAT mean