Robust dimensionality reduction via feature space to feature space distance metric learning

Nonlinear Dimensionality Reduction by Locally Linear Embedding

Sam T. Roweis, Lawrence K. Saul · Science · 2000 · 15K citations

Computing, Computer Science, Data Visualization +15

Eigenfaces for Recognition

Matthew Turk, Alex Pentland · Journal of Cognitive Neuroscience · 1991 · 13.8K citations · Full text

Computing, Computer Science, Computer Systems +14

A Global Geometric Framework for Nonlinear Dimensionality Reduction

Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations

Computing, Computer Science, Neuroscience +14

Laplacian Eigenmaps for Dimensionality Reduction and Data Representation

Mikhail Belkin, Partha Niyogi · Neural Computation · 2003 · 7.7K citations

Computing, Computer Science, Data Mining +13

Face recognition using Laplacianfaces

Xiaofei He, Shuicheng Yan, Yuxiao Hu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2005 · 3.3K citations

Computing, Computer Science, Computer Vision +15