·598· 智能系统学报 第13卷 表3各算法参数取值情况 Table 3 Parameter values of each algorithm 数据集 FCM PCA-FCM ELM-FCM KFCM-K KFCM-F MLHFFFM-FCM 月%=200 m=1.2 Ar2 左10 n1=2.0 m=2.8 m=3.4 h=100 =1.6 m=1.4 =0.8 U=1.4 d17 Diabetes m=2.4 2 %=600 n1=2.2 m=1.6 nm=1.4 h=1 m=1.2 m=2.4 =0.4 =1.2 d-1 Z00 e1.4 d=5 n=1000 =1.2 m=1.6 m=1.8 h=100 m=1.4 m=1.8 =1.4 =0.8 d=9 m=1.2 Australian m=2.0 d=2 nw=100 mF1.2 m=1.2 h=100 m=2.6 m=2.0 0=2.0 =1.4 -9 =1.4 Breast m=3.6 d1 n=100 e1.2 m=4.6 h=10 m=1.2 m=1.2 w=1.8 =0.4 d=1 m=4.6 n1=2.6 作3 Heart m=3.2 n%=100 m=1.2 m=3.2 m=2.2 U=2.0 h=10 =0.6 d=2 n1=2.6 n1e1.2 m=4.0 Chronic_Kidney_Disease m=3.6 d=7 m%=800 m=4.0 m=1.2 σ=1.1 =1.1 h=10 d=11 表4各算法的运行结果 Table 4 Results of each algorithm 数据集 性能指标 FCM PCA-FCM ELM-FCM KFCM-K KFCM-F MLHFFFM-FCM RI mean 0.772 5 0.9501 0.8605 0.8664 0.8386 0.9790 Ar2 RI std 0.0505 0.0025 0.0050 0.0067 0.0198 0.0011 NMI mean 0.5656 0.7893 0.4597 0.3337 0.6271 0.9353 NMI std 0.0358 0.0075 0.0152 0.0295 0.0096 0.0066 RI_mean 0.5591 0.5507 0.5430 0.5723 0.5576 0.5935 Diabetes RI std 0.0048 0 0.0012 0.0020 0 0.0130 NMI mean 0.0733 0.0297 0.0118 0.1187 0.0658 0.0946 NMI_std 0.0083 0 0.0044 0.0030 0 0.0201 RI mean 0.8825 0.8930 0.8264 0.9044 0.9034 0.9187 Zoo RI std 0.0290 0.0201 0.0027 0.0271 0.0832 0.0293 NMI_mean 0.7474 0.7676 0.5663 0.8338 0.7884 0.7962 NMI_std 0.0350 0.0288 0.0058 0.0211 0.1110 0.0245 RI mean 0.7285 0.5071 0.5050 0.7436 0.7336 0.7539 Australian RI std 0.0802 0 0 0 0 0 NMI_mean 0.3880 0.0344 0.0099 0.4159 0.3992 0.4310 NMI_std 0.1361 0 0 0 0 0 RI mean 0.5598 0.6004 0.4982 0.5329 0.5689 0.6297 Breast RI std 0.0524 0 0.0003 0.0473 0.0662 0.0033 NMI_mean 0.0654 0.0897 0.0030 0.0322 0.0577 0.1073 NMI_std 0.0510 0 0 0.0422 0.0567 0.0078 RI mean 0.5229 0.5229 0.5048 0.6674 0.6833 0.7373 Heart RI std 0 0 0.0030 0.0024 0 0.0117 NMI mean 0.032 8 0.0328 0.0388 0.2609 0.2806 0.3870 NMI_std 0 0 0.0588 0.0035 0 0.0214 RI mean 0.78340.7894 0.5009 0.8695 0.8652 0.8825 Chronic Kidney Disease RI std 0.0060 0.0036 0 0 0 0 NMI mean 0.5178 0.5187 0.0830 0.6364 0.6386 0.7053 NMI std 0.0086 0.0053 0 0 0 0表 3 各算法参数取值情况 Table 3 Parameter values of each algorithm 数据集 FCM PCA-FCM ELM-FCM KFCM-K KFCM-F MLHFFFM-FCM Ar2 m=2.8 d=10 m=1.6 nh=200 m=1.4 σ m=2.0 =0.8 σ m=3.4 =1.4 m=1.2 h=100 d=17 Diabetes m=2.4 d=2 m=1.2 nh=600 m=2.4 σ m=2.2 =0.4 σ m=1.6 =1.2 m=1.4 h=1 d=7 Zoo m=1.4 d=5 m=1.4 nh=1 000 m=1.8 σ m=1.2 =1.4 σ m=1.6 =0.8 m=1.8 h=100 d=9 Australian m=2.0 d=2 m=2.6 nh=100 m=2.0 σ m=1.2 =2.0 σ m=1.2 =1.4 m=1.2 h=100 d=9 Breast m=3.6 d=1 m=1.2 nh=100 m=1.2 σ m=1.2 =1.8 σ m=4.6 =0.4 m=1.4 h=10 d=1 Heart m=3.2 d=3 m=3.2 nh=100 m=2.2 σ m=4.6 =2.0 σ m=1.2 =0.6 m=2.6 h=10 d=2 Chronic_Kidney_Disease m=3.6 d=7 m=4.0 nh=800 m=1.2 σ m=1.2 =1.1 σ m=4.0 =1.1 m=2.6 h=10 d=11 表 4 各算法的运行结果 Table 4 Results of each algorithm 数据集 性能指标 FCM PCA-FCM ELM-FCM KFCM-K KFCM-F MLHFFFM-FCM RI_mean 0.772 5 0.950 1 0.860 5 0.866 4 0.838 6 0.979 0 Ar2 RI_std 0.050 5 0.002 5 0.005 0 0.006 7 0.019 8 0.001 1 NMI_mean 0.565 6 0.789 3 0.459 7 0.333 7 0.627 1 0.935 3 NMI_std 0.035 8 0.007 5 0.015 2 0.029 5 0.009 6 0.006 6 RI_mean 0.559 1 0.550 7 0.543 0 0.572 3 0.557 6 0.593 5 Diabetes RI_std 0.004 8 0 0.001 2 0.002 0 0 0.013 0 NMI_mean 0.073 3 0.029 7 0.011 8 0.118 7 0.065 8 0.094 6 NMI_std 0.008 3 0 0.004 4 0.003 0 0 0.020 1 RI_mean 0.882 5 0.893 0 0.826 4 0.904 4 0.903 4 0.918 7 Zoo RI_std 0.029 0 0.020 1 0.002 7 0.027 1 0.083 2 0.029 3 NMI_mean 0.747 4 0.767 6 0.566 3 0.833 8 0.788 4 0.796 2 NMI_std 0.035 0 0.028 8 0.005 8 0.021 1 0.111 0 0.024 5 RI_mean 0.728 5 0.507 1 0.505 0 0.743 6 0.733 6 0.753 9 Australian RI_std 0.080 2 0 0 0 0 0 NMI_mean 0.388 0 0.034 4 0.009 9 0.415 9 0.399 2 0.431 0 NMI_std 0.136 1 0 0 0 0 0 RI_mean 0.559 8 0.600 4 0.498 2 0.532 9 0.568 9 0.629 7 Breast RI_std 0.052 4 0 0.000 3 0.047 3 0.066 2 0.003 3 NMI_mean 0.065 4 0.089 7 0.003 0 0.032 2 0.057 7 0.107 3 NMI_std 0.051 0 0 0 0.042 2 0.056 7 0.007 8 RI_mean 0.522 9 0.522 9 0.504 8 0.667 4 0.683 3 0.737 3 Heart RI_std 0 0 0.003 0 0.002 4 0 0.011 7 NMI_mean 0.032 8 0.032 8 0.038 8 0.260 9 0.280 6 0.387 0 NMI_std 0 0 0.058 8 0.003 5 0 0.021 4 RI_mean 0.783 4 0.789 4 0.500 9 0.869 5 0.865 2 0.882 5 Chronic_Kidney_Disease RI_std 0.006 0 0.003 6 0 0 0 0 NMI_mean 0.517 8 0.518 7 0.083 0 0.636 4 0.638 6 0.705 3 NMI_std 0.008 6 0.005 3 0 0 0 0 ·598· 智 能 系 统 学 报 第 13 卷