基于信息熵加权的聚类集成算法

邵长龙, 孙统风, 丁世飞

Ensemble clustering based on information entropy weighted

Changlong Shao, Tongfeng Sun, Shifei Ding

表2 不同算法的ARI指标比较

Table 2 The ARI of IEWEC and other algorithms

EAC HBGF WCT WEAC LWEA IEWEC Balancescale 0.133 (0.060) 0.122 (0.054) 0.125 (0.054) 0.131 (0.066) 0.136 (0.103) 0.138 (0.052) Blood 0.069 (0.016) 0.077 (0.005) 0.066 (0.005) 0.038 (0.016) 0.031 (0.017) 0.071 (0.025) CTG 0.130 (0.006) 0.137 (0.008) 0.125 (0.004) 0.126 (0.006) 0.137 (0.007) 0.142 (0.008) Dermatology 0.723 (0.040) 0.721 (0.052) 0.725 (0.071) 0.719 (0.014) 0.722 (0.103) 0.730 (0.054) Ionosphere 0.150 (0.007) 0.164 (0.010) 0.168 (0.010) 0.149 (0.006) 0.169 (0.003) 0.173 (0.008) Seeds 0.664 (0.071) 0.653 (0.055) 0.658 (0.055) 0.588 (0.046) 0.628 (0.055) 0.696 (0.042) Wine 0.364 (0.025) 0.353 (0.051) 0.360 (0.001) 0.362 (0.024) 0.336 (0.079) 0.374 (0.002) Zoo 0.677 (0.017) 0.703 (0.011) 0.704 (0.005) 0.683 (0.020) 0.700 (0.011) 0.709 (0.008)