Nonnegative matrix factorization by joint locality-constrained and ℓ 2,1-norm regularization

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 14.9K citations

Geometric Learning, Image Analysis, Machine Learning +13

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 13.8K citations

Non-negative Matrix Factorization, Machine Vision, Image Analysis +11

Eigenfaces vs. Fisherfaces: recognition using class specific linear projection

Peter N. Belhumeur, João P. Hespanha, David Kriegman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 11.7K citations

Face Detection, Facial Recognition System, Machine Vision +14

Locality-constrained Linear Coding for image classification

Jinjun Wang, Kai Yu, Fengjun Lv et al. · 2010 · 3.1K citations

Locality-constrained Linear Coding, Image Classification, Sparse Representation +15

Graph Regularized Nonnegative Matrix Factorization for Data Representation

Deng Cai, Xiaofei He, Jiawei Han et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010 · 2.5K citations

Data Representation, Graph Sparsity, Engineering +17