半监督平面聚类算法设计

杨红鑫,杨绪兵,张福全,业巧林

Semi⁃supervised plane clustering algorithm

Hongxin Yang,Xubing Yang,Fuquan Zhang,Qiaolin Ye

表2 七种聚类方法的准确率比较

Table 2 Accuracies of seven clustering methods

数据集 k?means kPC L1kPC TWSVC FRTWSVC semi?kPC semi?L1kPC 无监督平均值 半监督平均值 Ecoil 71.17 50.80 75.00 84.97 87.32 89.25 94.87 74.52 92.06 Glass 25.00 62.65 56.67 65.56 66.92 72.45 64.00 62.95 68.23 Haberman 75.00 54.57 70.81 61.26 62.54 73.50 63.33 62.30 68.42 Vowel 22.73 83.13 87.50 83.09 83.25 53.13 56.67 84.24 54.90 Liver 51.28 50.31 62.32 51.32 51.54 50.31 63.64 53.87 56.98 Monk1 50.00 49.88 54.55 50.50 52.36 57.68 64.29 51.82 60.99 PID 59.52 58.80 67.74 54.43 55.94 68.80 72.62 59.23 70.71 User 44.23 62.09 45.98 61.17 68.36 55.65 51.16 59.40 53.41 Mushroom 85.00 89.40 90.94 89.49 90.24 90.40 92.45 90.02 91.43