Security and Communication Networks / 2019 / Article / Tab 3

Research Article

VHDRA: A Vertical and Horizontal Intelligent Dataset Reduction Approach for Cyber-Physical Power Aware Intrusion Detection Systems

Table 3

A comparison between the VHDRA using the PSO algorithm and the other existing approaches using the binary, triple, and multiclass datasets.

Approach Binary class Triple class Multiclass
No. of featuresDetection rate (%)No. of featuresDetection rate (%) No. of features Detection rate (%)

VHDRA (PSO)17 98.38 19 98.01 22 94.03

NNGE (CFS)2894.682894.622887.77

IBL2897.201797.382892.10

J482893.692893.692884.45

Random Forest2896.772896.772890.41

JRip2891.202891.2212973.94