Table 2 NMI and ARI values of 10 clustering ensemble algorithms on synthetic datasets.
From: Dual-level clustering ensemble algorithm with three consensus strategies
Dataset | ECC | WHAC | EAC | PTGP | DGWEC | ECPCS-HC | HGCEA | BCESF-SC | BCESF-DC | BCESF-DSC |
|---|---|---|---|---|---|---|---|---|---|---|
NMI | ||||||||||
 S-1 | 0.8294 | 0.8816 | 0.8733 | 0.8536 | 0.7671 | 0.9319 | 0.9263 | 0.9924* | 0.9924* | 0.9924* |
 S-2 | 0.9576 | 0.9249 | 0.9619 | 0.9146 | 0.9476 | 0.9706 | 0.9647 | 0.9942* | 0.9942* | 0.9942* |
 S-3 | 0.6727 | 0.7178 | 0.7506 | 0.7673 | 0.7646 | 0.8348 | 0.8047 | 0.8383 | 0.8329 | 0.8598* |
 S-4 | 0.5083 | 0.3438 | 0.5544 | 0.5312 | 0.0065 | 0.7937 | 0.8502 | 1* | 1* | 1* |
ARI | ||||||||||
 S-1 | 0.6533 | 0.8096 | 0.7760 | 0.7275 | 0.6755 | 0.9221 | 0.8904 | 0.9956* | 0.9956* | 0.9956* |
 S-2 | 0.8915 | 0.8232 | 0.9029 | 0.8305 | 0.8535 | 0.9397 | 0.9288 | 0.9928* | 0.9928* | 0.9928* |
 S-3 | 0.5044 | 0.5869 | 0.7359 | 0.7598 | 0.7335 | 0.7991 | 0.7788 | 0.8060 | 0.7949 | 0.8324* |
 S-4 | 0.4640 | 0.2398 | 0.4569 | 0.4165 | 0.0040 | 0.7379 | 0.8345 | 1* | 1* | 1* |