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)