Table 11 Experimental findings on the efficacy of deep learning methods against both benign and malicious assaults on Dataset 13 class.
Attack type | LSTM | RNN | Proposed |
|---|---|---|---|
TFTP | 98 | 100 | 94 |
DrDoS_NTP | 91 | 91 | 92 |
WebDDoS | 24 | 23 | 20 |
TNR | 100 | 100 | 100 |
DrDoS_DNS | 56 | 61 | 59 |
DrDoS_UDP | 48 | 47 | 46 |
DrDoS_NetBIOS | 97 | 93 | 73 |
DrDoS_MSSQL | 56 | 55 | 56 |
Syns | 64 | 64 | 64 |
DrDoS_LDAPs | 47 | 47 | 47 |
DrDoS_SNMPs | 67 | 67 | 68 |
DrDoS_SSDPs | 58 | 61 | 52 |
UDP-lags | 98 | 99 | 97 |