数据集 | 算法 | F-score | Precision | Recall | NMI | Adj-RI |
3-source | Centroid ADLMLRSSC | 0.6216 (0.0609) | 0.6961 (0.0585) | 0.5837 (0.0764) | 0.5833 (0.0295) | 0.5187 (0.0692) |
Centroid KADLMLRSSC | 0.5058 (0.0326) | 0.5514 (0.0552) | 0.4671 (0.0253) | 0.5144 (0.0263) | 0.3706 (0.0459) | |
LRSSC | 0.5698 (0.0396) | 0.6044 (0.0157) | 0.5410 (0.0586) | 0.4964 (0.0234) | 0.4490 (0.0424) | |
MLRSSC | 0.5791 (0.0485) | 0.5938 (0.0314) | 0.5717 (0.0783) | 0.5217 (0.0153) | 0.4557 (0.0543) | |
Reuters | Centroid ADLMLRSSC | 0.4213 (0.0142) | 0.3733 (0.0257) | 0.4861 (0.0153) | 0.3804 (0.0194) | 0.2886 (0.0225) |
Centroid KADLMLRSSC | 0.3627 (0.0177) | 0.3318 (0.0224) | 0.4092 (0.0209) | 0.2911 (0.0148) | 0.2212 (0.0236) | |
LRSSC | 0.3338 (0.0039) | 0.3136 (0.0073) | 0.3574 (0.0193) | 0.2454 (0.0089) | 0.1914 (0.0053) | |
MLRSSC | 0.3479 (0.0057) | 0.3197 (0.0103) | 0.3841 (0.0223) | 0.2835 (0.0061) | 0.2047 (0.0080) | |
UCI digit | Centroid ADLMLRSSC | 0.8356 (0.0471) | 0.8197 (0.0667) | 0.8542 (0.0270) | 0.8547 (0.0233) | 0.8178 (0.0534) |
Centroid KADLMLRSSC | 0.7547 (0.0647) | 0.7355 (0.0882) | 0.7757 (0.0590) | 0.7834 (0.0338) | 0.7260 (0.0750) | |
LRSSC | 0.7026 (0.0323) | 0.6593 (0.0393) | 0.7556 (0.0237) | 0.7544 (0.0201) | 0.6662 (0.0385) | |
MLRSSC | 0.6987 (0.0328) | 0.6710 (0.0436) | 0.7281 (0.0329) | 0.7517 (0.0212) | 0.6637 (0.0433) |