A tutorial on PCA, LLE and ISOMAP by Dan Ventura (2008).

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The classic Tenenbaum‘s paper that introduces ISOMAP, a manifold learning approach featuring non-linear dimensionality reduction.

J. B. Tenenbaum, V. De Silva and J. C. Langford (2000). Science 290 (5500), 2319-2323

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