Research Article
Graph Regularized Nonnegative Matrix Factorization with Sparse Coding
Table 3
Sparseness comparison for different NMF models under different levels (
,
) on ORL database.
| Method | Average sparseness on | Average sparseness on | Average sparseness on | Average sparseness on | () | () | () | () |
| NMF | 0.262122 | 0.295615 | 0.311064 | 0.335885 | LNMF | 0.633281 | 0.006225 | 0.705528 | 0.007179 | GNMF | 0.264691 | 0.231159 | 0.318175 | 0.305258 | FMD-NMF | 0.433127 | 0.220854 | 0.505354 | 0.289466 | S-GRNMF_SC | 0.383589 | 0.312841 | 0.468214 | 0.364870 |
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