Research Article
Modeling Community Evolution Characteristics of Dynamic Networks with Evolutionary Bayesian Nonnegative Matrix Factorization
Table 3
The comparison results of five methods on Net.
.
| Net. | Index | BNMF | Dyluvain | PisCES | DYNMO | ESPRA | EvoBNMF |
| 1 | NMI | 0.65 | | 0.98 | 0.59 | 0.97 | 0.99 | ER | 2956.22 | | 229.94 | 3256.91 | 138 | 61.56 | KA | 0.44 | | | 0.38 | | |
| 2 | NMI | 0.61 | | 0.97 | 0.56 | 0.39 | | ER | 3015.26 | | 244.34 | 3340.43 | 4125 | | KA | 0.41 | | | 0.38 | 0.56 | |
| 3 | NMI | 0.26 | 0.44 | 0.30 | 0.23 | 0.28 | | ER | 4189.56 | 3630.99 | 7615.98 | 4436.61 | 4467.80 | | KA | 0.078 | 0.54 | | 0.069 | 0.71 | 0.69 |
| 4 | NMI | 0.39 | | 0.92 | 0.41 | 0.29 | 0.92 | ER | 4285.79 | | 559.14 | 4024.73 | 4942.20 | 500.30 | KA | 0.29 | | | 0.31 | 0.61 | 0.99 |
|
|