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Advances, Systems and Applications

Journal of Cloud Computing Cover Image

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