Stable local dimensionality reduction approaches

Nonlinear Dimensionality Reduction by Locally Linear Embedding

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

Computing, Computer Science, Data Visualization +15

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

Principal Manifolds and Nonlinear Dimensionality Reduction via Tangent Space Alignment

Zhenyue Zhang, Hongyuan Zha · SIAM Journal on Scientific Computing · 2004 · 1.5K citations

Computing, Computer Science, Feature Engineering +7

REGULARIZATION OF INCORRECTLY POSED PROBLEMS

А. Н. Тихонов · 1963 · 870 citations

Natural Sciences, Computer Science, Mathematics +11