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Nonlinear Dimensionality Reduction by Locally Linear Embedding

open access: yesScience, 2000
Many areas of science depend on exploratory data analysis and visualization. The need to analyze large amounts of multivariate data raises the fundamental problem of dimensionality reduction: how to discover compact representations of high-dimensional data.
Lawrence K. Saul
exaly   +5 more sources

Supervised Nonlinear Dimensionality Reduction for Visualization and Classification [PDF]

open access: yesIEEE Transactions on Systems, Man, and Cybernetics, 2005
—When performing visualization and classification, people often confront the problem of dimensionality reduction. Isomap is one of the most promising nonlinear dimensionality reduction techniques.
Zhi-Hua Zhou
exaly   +2 more sources

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