Research Article
Multiview Clustering via Robust Neighboring Constraint Nonnegative Matrix Factorization
Table 2
Clustering results ((mean) %) on different datasets.
| ā | BestSV | MulNMF | D-SNMF | c-LRSSC | p-LRSSC | RMSC | ECMSC | MVGL | rNNMF |
| UCI | ACC | 65.40 | 86.78 | 74.91 | 83.54 | 83.43 | 78.48 | 80.95 | 82.10 | 93.56 | NMI | 61.34 | 78.20 | 80.86 | 85.14 | 85.12 | 71.70 | 83.61 | 83.39 | 88.13 | AR | 50.19 | 74.11 | 71.26 | 81.79 | 81.09 | 64.23 | 76.63 | 76.70 | 86.60 |
| 3Sources | ACC | 53.49 | 65.68 | 42.90 | 70.36 | 67.10 | 60.12 | 66.86 | 75.74 | 76.21 | NMI | 45.23 | 60.00 | 29.48 | 60.02 | 58.71 | 51.47 | 61.46 | 60.49 | 62.76 | AR | 33.47 | 50.76 | 19.51 | 57.09 | 53.12 | 39.33 | 54.20 | 53.93 | 63.93 |
| ORL | ACC | 71.56 | 77.50 | 74.22 | 74.31 | 70.60 | 72.55 | 81.50 | 72.75 | 84.80 | NMI | 88.09 | 86.58 | 86.41 | 89.24 | 85.52 | 87.24 | 92.71 | 85.14 | 92.57 | AR | 64.48 | 64.46 | 63.96 | 68.17 | 60.47 | 65.41 | 76.49 | 47.01 | 80.27 |
| Washington | ACC | 59.00 | 57.39 | 41.74 | 45.78 | 47.15 | 58.30 | 57.39 | 64.35 | 66.78 | NMI | 22.45 | 23.52 | 10.62 | 32.72 | 32.58 | 28.80 | 30.71 | 33.00 | 33.77 | AR | 27.86 | 32.21 | 8.96 | 24.84 | 25.44 | 33.47 | 33.00 | 31.57 | 44.34 |
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