TABLE VIII.
Clustering Performance (NMI, RI, and DBI) of Different Clustering Algorithms on Real Datasets
| Dataset | Metrics | Algorithm | |||||
|---|---|---|---|---|---|---|---|
| LSSMTC | CombKM | MEC | STC | TSC | CPM-JL-CDMEC | ||
| TD1 | NMI-m | 0.5347 | 0.5153 | 0.6087 | 0.4333 | 0.6198 | 0.6489 |
| NMI-s | 0.0600 | 0.0828 | 0.0309 | 0 | 0 | 1.17E-16 | |
| RI-m | 0.8010 | 0.7744 | 0.8838 | 0.8304 | 0.8982 | 0.9077 | |
| RI-s | 0.0653 | 0.1054 | 0.0147 | 0 | 0 | 2.34E-16 | |
| DBI-m | 2.4851 | 3.0258 | 2.3648 | 4.5092 | 2.8825 | 2.3205 | |
| DBI-s | 0.0911 | 0.0574 | 0.1139 | 0 | 0 | 0 | |
| TD2 | NMI-m | 0.6004 | 0.5434 | 0.5930 | 0.3421 | 0.6661 | 0.6817 |
| NMI-s | 0.0838 | 0.1031 | 0.0032 | 0 | 0 | 0.0025 | |
| RI-m | 0.8375 | 0.7923 | 0.8913 | 0.8042 | 0.9148 | 0.9150 | |
| RI-s | 0.0698 | 0.0706 | 0.0031 | 0 | 0 | 0.0015 | |
| DBI-m | 2.6604 | 2.4835 | 2.7696 | 4.9633 | 2.3927 | 2.3369 | |
| DBI-s | 0.0859 | 0.0544 | 0.1510 | 0 | 0 | 0 | |
| rec VS talk | NMI-m | 0.0818 | 0.0572 | 0.2691 | 0.1865 | 0.4224 | 0.6470 |
| NMI-s | 1.46E-17 | 0.0201 | 0 | 0.0055 | 0 | 1.17E-16 | |
| RI-m | 0.5021 | 0.5002 | 0.5960 | 0.5747 | 0.7359 | 0.8593 | |
| RI-s | 0 | 0.0004 | 0 | 0.0078 | 0 | 1.17E-16 | |
| DBI-m | 2.2505 | 2.5320 | 2.4388 | 3.9824 | 1. 7190 | 1.4448 | |
| DBI-s | 0 | 4.68E-16 | 4.68E-16 | 0 | 0 | 0 | |
| ORL | NMI-m | 0.3582 | 0.2124 | 0.2909 | 0.3310 | 0.2950 | 0.5218 |
| NMI-s | 0 | 0.0954 | 0 | 0.0183 | 0.0054 | 0 | |
| RI-m | 0.7748 | 0.5870 | 0.7996 | 0.8116 | 0.8124 | 0.8667 | |
| RI-s | 0 | 0.1806 | 0 | 0.0034 | 0.0004 | 2.34E-16 | |
| DBI-m | 5.7024 | 6.1604 | 3.2747 | 1.5186 | 3.2241 | 3.1124 | |
| DBI-s | 0 | 9.36E-16 | 0.0934 | 0.0361 | 0 | 0 | |
| RTHM | NMI-m | 0.4491 | 0.5120 | 0.5655 | 0.5914 | 0.5986 | 0.6737 |
| NMI-s | 0 | 0 | 0.0154 | 0.0101 | 0.0040 | 1.36E-16 | |
| RI-m | 0.7515 | 0.7745 | 0.7929 | 0.8686 | 0.8862 | 0.8985 | |
| RI-s | 0 | 1.17E-16 | 0.0065 | 0.0003 | 0.0002 | 0 | |
| DBI-m | 1.0867 | 1.0951 | 1.4513 | 1.4873 | 0.74337 | 1.2232 | |
| DBI-s | 2.34E-16 | 2.34E-16 | 0.1386 | 0 | 0.0046 | 0.0003 | |
Note: *-m and *-s denote the values of the mean and the standard deviation, respectively.