Research Article

Graph Regularized Nonnegative Matrix Factorization with Sparse Coding

Table 3

Sparseness comparison for different NMF models under different levels (, ) on ORL database.

MethodAverage sparseness onAverage sparseness onAverage sparseness onAverage sparseness on
() () () ()

NMF0.2621220.2956150.3110640.335885
LNMF0.6332810.0062250.7055280.007179
GNMF0.2646910.2311590.3181750.305258
FMD-NMF0.4331270.2208540.5053540.289466
S-GRNMF_SC0.3835890.3128410.4682140.364870