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11
比较ITLBO, ITLBO-JAYA ITLBO-IPJAYA NSL-KDD数据集。
|
| 不。的特性 |
方法 |
MAX。Acc |
AVR。Acc |
博士 |
远 |
FNR |
F-M |
回忆 |
呃 |
|
| 16 |
TLBO |
0.9639 |
0.9630 |
0.9612 |
0.0449 |
0.0282 |
0.9664 |
0.9717 |
0.036 |
| ITLBO |
0.9680 |
0.9678 |
0.9671 |
0.0379 |
0.0268 |
0.9701 |
0.9731 |
0.032 |
| ITLBO-JAYA |
0.9688 |
0.9685 |
0.9676 |
0.0373 |
0.0258 |
0.971 |
0.9741 |
0.0312 |
| ITLBO-IPJAYA |
0.9708 |
0.9705 |
0.9712 |
0.0331 |
0.0256 |
0.9727 |
0.9742 |
0.0292 |
|
| 18 |
TLBO |
0.9713 |
0.971 |
0.9739 |
0.0299 |
0.0275 |
0.9731 |
0.9724 |
0.0286 |
| ITLBO |
0.9718 |
0.9713 |
0.9744 |
0.0292 |
0.0273 |
0.9736 |
0.9726 |
0.0282 |
| ITLBO-JAYA |
0.9735 |
0.9733 |
0.9752 |
0.0285 |
0.0247 |
0.9752 |
0.9752 |
0.0265 |
| ITLBO-IPJAYA |
0.9747 |
0.9746 |
0.9753 |
0.0280 |
0.0221 |
0.9764 |
0.9779 |
0.0252 |
|
| 19 |
TLBO |
0.9738 |
0.9735 |
0.9727 |
0.0313 |
0.0225 |
0.9755 |
0.9774 |
0.0261 |
| ITLBO |
0.9751 |
0.9745 |
0.9737 |
0.0305 |
0.0189 |
0.9769 |
0.9811 |
0.0248 |
| ITLBO-JAYA |
0.9759 |
0.9758 |
0.9758 |
0.0278 |
0.0178 |
0.9775 |
0.9791 |
0.0241 |
| ITLBO-IPJAYA |
0.9772 |
0.9770 |
0.9786 |
0.0245 |
0.0162 |
0.9787 |
0.9787 |
0.0228 |
|
| 21 |
TLBO |
0.9782 |
0.9780 |
0.9742 |
0.0299 |
0.0145 |
0.9797 |
0.9844 |
0.0217 |
| ITLBO |
0.9787 |
0.9784 |
0.9756 |
0.0279 |
0.0144 |
0.981 |
0.9846 |
0.0212 |
| ITLBO-JAYA |
0.9793 |
0.979 |
0.9789 |
0.0273 |
0.0132 |
0.9811 |
0.9867 |
0.0207 |
| ITLBO-IPJAYA |
0.9802 |
0.980 |
0.9792 |
0.0263 |
0.0123 |
0.9812 |
0.9716 |
0.0198 |
|
| 22 |
TLBO |
0.9801 |
0.979 |
0.9755 |
0.0284 |
0.0131 |
0.9814 |
0.9868 |
0.0199 |
| ITLBO |
0.981 |
0.9805 |
0.9758 |
0.0277 |
0.0117 |
0.9823 |
0.989 |
0.0191 |
| ITLBO-JAYA |
0.9816 |
0.9814 |
0.9794 |
0.0265 |
0.0114 |
0.9829 |
0.989 |
0.0183 |
| ITLBO-IPJAYA |
0 -.9823 |
0.9821 |
0.9798 |
0.0262 |
0.0102 |
0.9835 |
0.9898 |
0.0177 |
|
|
