Security and Communication Networks / 2019 / Article / Tab 7

Research Article

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

Table 7

A comparison between VHDRA elements against NNGE with CFS.

Binary classTriple classMulticlass
Accuracy gain (%)Hyperrect. Accuracy gain (%)Hyperrect. Accuracy gain (%)Hyperrect.
Reduction (%)Reduction (%)Reduction (%)

VHDRA (vertical and horizontal)4.1937.343.7826.768.5729.06

VHDRA (vertical)4.539.684.297.419.2513.07

VHDRA (horizontal)1.2529.151.1821.425.2317.81