研究文章
改善TLBO-JAYA子集算法特征选择和参数优化在入侵检测系统中
表12
比较ITLBO、ITLBO-JAYA ITLBO-IPJAYA CICIDS数据集。
|
| 不。的特性 |
方法 |
MAX。Acc |
AVR。Acc |
博士 |
远 |
FNR |
F-M |
回忆 |
呃 |
|
| 12 |
ITLBO |
0.9634 |
0.9631 |
0.9661 |
0.0389 |
0.0268 |
0.970 |
0.9721 |
0.0323 |
| ITLBO-JAYA |
0.9685 |
0.9683 |
0.9682 |
0.0360 |
0.0267 |
0.9713 |
0.9722 |
0.0315 |
| ITLBO-IPJAYA |
0.9704 |
0.9702 |
0.9701 |
0.0310 |
0.0265 |
0.9725 |
0.9724 |
0.0298 |
|
| 13 |
ITLBO |
0.9712 |
0.9710 |
0.9724 |
0.0298 |
0.0273 |
0.9736 |
0.9726 |
0.0282 |
| ITLBO-JAYA |
0.9745 |
0.9744 |
0.9728 |
0.0290 |
0.0264 |
0.9741 |
0.9794 |
0.0272 |
| ITLBO-IPJAYA |
0.9768 |
0.9767 |
0.9732 |
0.0285 |
0.0260 |
0.9752 |
0.9787 |
0.0264 |
|
| 14 |
ITLBO |
0.9776 |
0.9775 |
0.9737 |
0.0280 |
0.0189 |
0.9769 |
0.9811 |
0.0258 |
| ITLBO-JAYA |
0.9789 |
0.9787 |
0.9742 |
0.0270 |
0.0174 |
0.978 |
0.986 |
0.0235 |
| ITLBO-IPJAYA |
0.9801 |
0.980 |
0.9749 |
0.0265 |
0.0134 |
0.981 |
0.987 |
0.0210 |
|
| 16 |
ITLBO |
0.9804 |
0.9803 |
0.9755 |
0.0271 |
0.011 |
0.9821 |
0.989 |
0.0190 |
| ITLBO-JAYA |
0.981 |
0.9808 |
0.9773 |
0.0266 |
0.0109 |
0.9825 |
0.989 |
0.0183 |
| ITLBO-IPJAYA |
0.9817 |
0.9815 |
0.9782 |
0.0264 |
0.0105 |
0.9831 |
0.9896 |
0.0170 |
|
|
