Research Article
The Core Cluster-Based Subspace Weighted Clustering Ensemble
Table 6
Average performance in terms of ACC over 20 runs by different clustering methods.
| | D1 | D2 | D3 | D4 | D5 | D6 | D7 | D8 |
| -means | 0.8182 | 0.4286 | 0.5655 | 0.8597 | 0.4225 | 0.5944 | 0.0411 | 0.7334 | GNMF | 0.9395 | 0.5524 | 0.7783 | 0.9444 | 0.5931 | 0.8118 | 0.6390 | 0.9625 | SSC | 0.8508 | 0.5565 | 0.8177 | 0.6528 | 0.4418 | 0.7821 | 0.6109 | 0.8200 | LSC | _ | _ | _ | _ | 0.6505 | 0.7972 | 0.6309 | 0.9675 | MDEC_SC | 0.9899 | 0.5395 | 0.7320 | 0.9583 | 0.5031 | 0.7698 | 0.0210 | 0.9713 | SC_SRGF | 0.7766 | 0.4097 | 0.5448 | 0.9458 | 0.4911 | 0.7990 | 0.0657 | 0.8465 | C2SWCE_SC | 0.9899 | 0.6109 | 0.7433 | 0.9861 | 0.5423 | 0.8583 | 0.0135 | 0.9793 | ECPCS-HC | 0.8161 | 0.4762 | 0.7695 | 0.8944 | 0.4692 | 0.6307 | 0.0485 | 0.8244 | MDEC_HC | 0.9899 | 0.5548 | 0.7744 | 0.9611 | 0.6229 | 0.8543 | 0.0157 | 0.8539 | WEAC_AL | 0.6774 | 0.5000 | 0.3693 | 0.2639 | 0.4509 | 0.7063 | 0.0232 | 0.6295 | LWEA | 0.9960 | 0.4194 | 0.5419 | 0.9167 | 0.5218 | 0.6076 | 0.0308 | 0.7820 | C2SWCE_HC | 0.9859 | 0.6109 | 0.6133 | 0.9861 | 0.5423 | 0.8583 | 0.0135 | 0.9693 | MDEC_BG | 0.9899 | 0.6129 | 0.7488 | 0.9417 | 0.4951 | 0.8460 | 0.0239 | 0.9682 | GP_MGLA | 0.7097 | 0.4960 | 0.3596 | 0.2639 | 0.4364 | 0.7354 | 0.0113 | 0.5565 | LWGP | 0.9879 | 0.4879 | 0.4975 | 0.9167 | 0.5255 | 0.6764 | 0.0797 | 0.9360 | C2SWCE_BC | 0.9899 | 0.6532 | 0.6552 | 0.9861 | 0.5341 | 0.8358 | 0.0135 | 0.9788 | ECPCS-MC | 0.8363 | 0.5258 | 0.6384 | 0.9069 | 0.5117 | 0.6729 | 0.0207 | 0.9260 | C2SWCE_MC | 0.9899 | 0.6210 | 0.7414 | 0.9722 | 0.4696 | 0.8333 | 0.0546 | 0.9115 |
|
|