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 class | Triple class | Multiclass | | Accuracy gain (%) | Hyperrect. | Accuracy gain (%) | Hyperrect. | Accuracy gain (%) | Hyperrect. | | Reduction (%) | Reduction (%) | Reduction (%) |
| | VHDRA (vertical and horizontal) | 4.19 | 37.34 | 3.78 | 26.76 | 8.57 | 29.06 |
| | VHDRA (vertical) | 4.53 | 9.68 | 4.29 | 7.41 | 9.25 | 13.07 |
| | VHDRA (horizontal) | 1.25 | 29.15 | 1.18 | 21.42 | 5.23 | 17.81 |
|
|
