Graph-based representations of point clouds

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

Manifold Regularization: A Geometric Framework for Learning from Labeled and Unlabeled Examples

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Computing, Computer Science, Computational Geometry +16

Diffusion maps

Ronald R. Coifman, Stéphane Lafon · Applied and Computational Harmonic Analysis · 2006 · 2.3K citations

An optimal algorithm for approximate nearest neighbor searching fixed dimensions

Sunil Arya, David M. Mount, Nathan S. Netanyahu et al. · Journal of the ACM · 1998 · 2.3K citations · Full text

Computing, Computer Science, Mathematics +15