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Advances, Systems and Applications

Table 8 Kernel functions comparison using the proposed detection approach

From: An SVM-based framework for detecting DoS attacks in virtualized clouds under changing environment

Kernel function

Performance metric

   
 

Accuracy (%)

Attack detection rate (%)

False positive rate (%)

False negative rate (%)

Linear kernel

97.19

97.51

2.49

2.50

Multilayer percepton kernel

97.03

97.09

2.90

2.92

Quadratic kernel

97.54

97.30

2.69

2.71

Polynomial kernel

97.51

98.23

1.99

2.11

Gaussian kernel

96.98

98.05

1.94

2.09