Page 82 - 《软件学报》2020年第12期

3748 Journal of Software 软件学报 Vol.31, No.12, December 2020

Table 6 Classification accuracy and dimension reduction of MCC-NESand compared methods (2)
表 6 MCC-NES 及其对比算法的分类准确率和维度缩减率(2)
Vehicle CA (%) DR (%) Classifier
MCC-NES 86.20(70%~30%) 72.22 5-NN
FSFOA 73.98(70%~30%) 50.0 5-NN
PSO(4-2) 85.3(70%~30%) 68.4 5-NN
MCC-NES 86.89(70%~30%) 69.44 1-NN
FSFOA 73.81(70%~30%) 61.11 1-NN
Rc-BBFA 75.79(70%~30%) 61.11 1-NN
IFS-CoCo 70.85(10-fold) 42.75 1-NN
MCC-NES 73.40(2-fold) 88.88 RBF-SVM
FSFOA 62.41(2-fold) 47.22 RBF-SVM
HGAFS 76.36(2-fold) 38.99 RBF-SVM
MCC-NES 81.06(10-fold) 66.67 CART
FSFOA 73.04(10-fold) 31.57 CART
FS-NEIR 70.98(10-fold) 50.0 CART
Segmentatin CA (%) DR (%) Classifier
MCC-NES 93.65(10-fold) 68.42 3-NN
FSFOA 96.20(10-fold) 30.0 3-NN
NSM 95.0(10-fold) 63.15 3-NN
Ionosphere CA (%) DR (%) Classifier
MCC-NES 93.20(10-fold) 91.17 5-NN
FSFOA 89.43(10-fold) 54.28 5-NN
PSO(4-2) 87.27(70%~30%) 90.41 5-NN
FW-NSGA-II 86.80(10-fold) 42.64 5-NN
MCC-NES 98.58(70%~30%) 75.88 1-NN
FSFOA 89.52(70%~30%) 54.28 1-NN
SVM-FuzCoc 89.46(70%~30%) 88.23 1-NN
SFS 87.75(50%~50%) 65.88 1-NN
SBS 84.61(50%~50%) 77.64 1-NN
SFFS 88.32(50%~50%) 75.29 1-NN
MCC-NES 95.73(2-fold) 58.82 RBF-SVM
FSFOA 94.58(2-fold) 57.14 RBF-SVM
HGAFS 92.76(2-fold) 82.35 RBF-SVM
ACOFSS+mRMR 93.20(10-fold) 41.17 RBF-SVM
ISEDBFO 96.60(10-fold) 52.64 RBF-SVM
ACBFO 96.20(10-fold) 50.58 RBF-SVM
MCC-NES 99.06(70%~30%) 85.29 CART
FSFOA 95.12(70%~30%) 47.05 CART
UFSACO 88.61(70%~30%) 11.17 CART
MCC-NES 94.36(10-fold) 79.41 CART
FSFOA 93.16(10-fold) 68.57 CART
FS-NEIR 92.59(10-fold) 82.35 CART
ACOFSS+mRMR 92.40(10-fold) 67.6 CART
Dermatology CA (%) DR (%) Classifier
MCC-NES 99.36(70%~30%) 71.47 1-NN
FSFOA 97.27(70%~30%) 45.71 1-NN
SVM-FuzCoc 94.11(70%~30%) 64.7 1-NN
SFS 94.02(70%~30%) 44.7 1-NN
SBS 91.78(70%~30%) 58.23 1-NN
SFFS 93.70(70%~30%) 62.35 1-NN
IFS-CoCo 94.93(10-flod) 55.88 1-NN
MCC-NES 97.54(10-fold) 70.58 CART
FSFOA 96.99(10-fold) 21.42 CART
FS-NEIR 93.95(10-fold) 70.58 CART
ACOFSS+mRMR 96.10(10-fold) 50.0 CART
MCC-NES 98.18(70%~30%) 70.58 CART
FSFOA 90.09(70%~30%) 44.11 CART
UFSACO 95.28(70%~30%) 26.47 CART