基于样本对加权共协关系矩阵的聚类集成算法

王彤,魏巍,王锋

Sample pairwise weighting co⁃association matrix based ensemble clustering algorithm

Tong Wang,Wei Wei,Feng Wang

表4 不同的算法在不同数据集上的平均性能(ARI，CA)

Table 4 Average performance of different algorithms over different data sets (ARI，CA)

Datasets ARI CA OWEC EAC LWEA LWGP OWEC EAC LWEA LWGP Iris 0.6324 0.4394 0.4634 0.4400 0.8527 0.6533 0.7527 0.7413 Wine 0.3632 0.3045 0.3331 0.3295 0.6607 0.6348 0.6354 0.6399 Column_3C 0.4320 0.3054 0.3963 0.3675 0.7571 0.6935 0.7326 0.6944 Glass 0.3581 0.2092 0.2701 0.2520 0.7290 0.6782 0.6449 0.6729 Musk 0.2876 0.0291 0.1785 0.1687 0.7561 0.5924 0.6893 0.6890 Seeds 0.5016 0.1317 0.2522 0.2385 0.7943 0.5286 0.5952 0.5886