Table 11 Experimental findings on the efficacy of deep learning methods against both benign and malicious assaults on Dataset 13 class.

From: Prediction of DDoS attacks in agriculture 4.0 with the help of prairie dog optimization algorithm with IDSNet

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