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Isomap (isometric mapping)

Isomap (isometric mapping)

A nonlinear dimensionality reduction method that replaces the Euclidean metric in multi-dimensional scaling with a geodesic metric to represent pairwise distances between points.

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Title
Author
Link
Type
Date

A Global Geometric Framework for Nonlinear Dimensionality Reduction

Joshua B. Tenenbaum, Vin de Silva, John C. Langford

http://web.mit.edu/cocosci/Papers/sci_reprint.pdf

Journal

The Isomap Algorithm and Topological Stability

Mukund Balasubramanian, Eric L. Schwartz, Joshua B. Tenebaum, Vin de Silva, John C. Langford

http://science.sciencemag.org/content/295/5552/7

Web

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