Incremental Laplacian eigenmaps by preserving adjacent information between data points

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

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

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Laplacian Eigenmaps for Dimensionality Reduction and Data Representation

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Spectral Theory, Image Analysis, Machine Learning +13

Face recognition using eigenfaces

Matthew Turk, Alex Pentland · 2002 · 5.2K citations

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Graph Embedding and Extensions: A General Framework for Dimensionality Reduction

Shuicheng Yan, Dong Xu, Benyu Zhang et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2006 · 2.9K citations

Geometric Learning, Engineering, Machine Learning +20