Auto-associative models and generalized principal component analysis

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

LIII. <i>On lines and planes of closest fit to systems of points in space</i>

Karl Pearson · The London Edinburgh and Dublin Philosophical Magazine and Journal of Science · 1901 · 11.7K citations

Natural Sciences, Mathematics, Geometry +5

Principal component analysis

Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.5K citations

Natural Sciences, Biostatistics, Data Analytics +5

Analysis of a complex of statistical variables into principal components.

H. Hotelling · Journal of Educational Psychology · 1933 · 9.5K citations

Natural Sciences, Biostatistics, Statistical Modeling +12