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Advances, Systems and Applications

Table 7 Comparative results of RDAER vs latest schemes based on the CICDDoS2019 dataset

From: An integrated SDN framework for early detection of DDoS attacks in cloud computing

Models

Year

Accuracy

Precision

Recall

F1score

Bagging [54]

2020

96.9

96.9

96.4

96.2

DT [55]

2020

93.83

94.56

NA

93.21

RF [55]

2020

95.19

95.1

NA

94.47

KNN [55]

2020

87.3

85.78

NA

87.12

Decision [56]

2021

97

99

97

97.8

Stacking [57]

2021

97.3

NA

96

NA

BPNN [58]

2022

97.7

4.4

99.9

97.13

RDAER

2023

99.92

99.9

99.9

99.9