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196. 智能系统学报 第11卷 续表8 FCM(c+p)(a=2.1) IFCM(c+p)(a=0) SPFCM rseFCM 样本大小 avg std. avg. std. avg. std. avg. std. 0.6643 0.0018 0.6633 0 0.6613 0 0.6633 0 25% 0.6537 0.6693 0.6633 0.6634 0.6612 0.6615 0.6632 0.6634 0.6702 0 0.6640 0 0.6632 0 0.6623 0.0024 35% 0.6692 0.6703 0.6638 0.664 0.6632 0.6633 0.6619 0.6790 0.6699 0 0.6644 0 0.6651 0 0.6607 0 50% 0.6698 0.6701 0.6644 0.6644 0.6648 0.6652 0.6607 0.6608 0.6622 0.0027 FCPM 0.6492 0.6627 表9IFCM(c+p)、SPFCM、rseFCM算法在2D15数据集中的RI值 Table 9 RI of IFCM(c+p),SPFCM,rseFCM for 2D15 dataset IFCM(c+p)a =0.2) IFCM(c+p)(a=0) SPFCM rseFCM 样本大小 avg std. avg. std. avg. std. avg. std. 0.979 0.0097 0.9383 0.0127 0.9755 0.006 0.9697 0.0079 0.1% 0.9559 0.9976 0.9135 0.9665 0.9665 0.9837 0.9504 0.9856 0.9848 0.0024 0.9605 0.0064 0.9818 0.0054 0.9773 0.008 2.509% 0.9756 0.9879 0.9461 0.9761 0.9717 0.9881 0.9561 0.9912 0.9897 0.0050 0.9767 0.0030 0.9869 0.0049 0.9787 0.0064 5% 0.9792 0.9946 0.9648 0.9805 0.9773 0.9916 0.9647 0.9915 0.9871 0.0033 0.9701 0.0019 0.9864 0.0039 0.9836 0.0067 10% 0.9836 0.9914 0.9677 0.9720 0.9743 0.9903 0.9687 0.9917 0.9835 0 0.9651 0.0029 0.9849 0.0052 0.9861 0.0061 25% 0.9834 0.9835 0.9566 0.9678 0.9763 0.9901 0.9708 0.9929 0.9832 0.0066 0.9804 0 0.9860 0.0053 0.9844 0.0067 35% 0.9783 0.9932 0.9803 0.9805 0.9779 0.9910 0.9672 0.9917 0.9801 0 0.9812 0 0.9842 0.0056 0.9829 0.0066 50% 0.9799 0.9802 0.9812 0.9813 0.9711 0.9915 0.9652 0.9913 0.9683 0 FCPM 0.9683 0.9684 表I0IFCM(c+p)、SPFCM、rseFCM算法在MNIST数据集中的RI值 Table 10 RI of IFCM(c+p),SPFCM,rseFCM for MNSIT dataset IFCM(c+p)(a =160) IFCM(c+p)(a=0) SPFCM rseFCM 样本大小 avg std. avg. std. avg. std. avg. std. 0.7864 0 0.7222 0 0.7352 0.0961 0.1% 0.7864 0.7864 0.7222 0.7222 0.6063 0.8401 0.7935 0 0.7123 0 0.7924 0.0336 2.50% 0.7935 0.7935 0.7123 0.7123 0.6925 0.8300 0.7576 0 0.6129 0 0.7541 0.0503 5% 0.7576 0.7576 0.6129 0.6129 0.6448 0.8221续表 8 样本大小 IFCM(c+p)( α = 2.1) avg. std. IFCM(c+p)( α = 0) avg. std. SPFCM avg. std. rseFCM avg. std. 25% 0.664 3 0.001 8 0.663 3 0 0.661 3 0 0.663 3 0 0.653 7 0.669 3 0.663 3 0.663 4 0.661 2 0.661 5 0.663 2 0.663 4 35% 0.670 2 0 0.664 0 0 0.663 2 0 0.662 3 0.002 4 0.669 2 0.670 3 0.663 8 0.664 0.663 2 0.663 3 0.661 9 0.679 0 50% 0.669 9 0 0.664 4 0 0.665 1 0 0.660 7 0 0.669 8 0.670 1 0.664 4 0.664 4 0.664 8 0.665 2 0.660 7 0.660 8 FCPM 0.662 2 0.002 7 0.649 2 0.662 7 表 9 IFCM(c+p)、SPFCM、rseFCM 算法在 2D15 数据集中的 RI 值 Table 9 RI of IFCM(c+p), SPFCM, rseFCM for 2D15 dataset 样本大小 IFCM(c+p)( α = 0.2) avg. std. IFCM(c+p)( α = 0) avg. std. SPFCM avg. std. rseFCM avg. std. 0.1% 0.979 0.009 7 0.938 3 0.012 7 0.975 5 0.006 0.969 7 0.007 9 0.955 9 0.997 6 0.913 5 0.966 5 0.966 5 0.983 7 0.950 4 0.985 6 2.50% 0.984 8 0.002 4 0.960 5 0.006 4 0.981 8 0.005 4 0.977 3 0.008 0.975 6 0.987 9 0.946 1 0.976 1 0.971 7 0.988 1 0.956 1 0.991 2 5% 0.989 7 0.005 0 0.976 7 0.003 0 0.986 9 0.004 9 0.978 7 0.006 4 0.979 2 0.994 6 0.964 8 0.980 5 0.977 3 0.991 6 0.964 7 0.991 5 10% 0.987 1 0.003 3 0.970 1 0.001 9 0.986 4 0.003 9 0.983 6 0.006 7 0.983 6 0.991 4 0.967 7 0.972 0 0.974 3 0.990 3 0.968 7 0.991 7 25% 0.983 5 0 0.965 1 0.002 9 0.984 9 0.005 2 0.986 1 0.006 1 0.983 4 0.983 5 0.956 6 0.967 8 0.976 3 0.990 1 0.970 8 0.992 9 35% 0.983 2 0.006 6 0.980 4 0 0.986 0 0.005 3 0.984 4 0.006 7 0.978 3 0.993 2 0.980 3 0.980 5 0.977 9 0.991 0 0.967 2 0.991 7 50% 0.980 1 0 0.981 2 0 0.984 2 0.005 6 0.982 9 0.006 6 0.979 9 0.980 2 0.981 2 0.981 3 0.971 1 0.991 5 0.965 2 0.991 3 FCPM 0.968 3 0 0.968 3 0.968 4 表 10 IFCM(c+p)、SPFCM、rseFCM 算法在 MNIST 数据集中的 RI 值 Table 10 RI of IFCM(c+p), SPFCM, rseFCM for MNSIT dataset 样本大小 IFCM(c+p)( α = 160) avg. std. IFCM(c+p)( α = 0) avg. std. SPFCM avg. std. rseFCM avg. std. 0.1% 0.786 4 0 0.722 2 0 0.735 2 0.096 1 — — 0.786 4 0.786 4 0.722 2 0.722 2 0.606 3 0.840 1 — — 2.50% 0.793 5 0 0.712 3 0 0.792 4 0.033 6 — — 0.793 5 0.793 5 0.712 3 0.712 3 0.692 5 0.830 0 — — 5% 0.757 6 0 0.612 9 0 0.754 1 0.050 3 — — 0.757 6 0.757 6 0.612 9 0.612 9 0.644 8 0.822 1 — — ·196· 智 能 系 统 学 报 第 11 卷
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