Construct · 1 fields · 1 citations

Isomap: a standalone construct

One name. One construct. A landmark on the map.

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Machine learning

nonlinear dimension reduction that estimates geodesic distances along a data manifold through a neighborhood graph, then embeds them with classical scaling.

In machine learning, Isomap refers to nonlinear dimension reduction that estimates geodesic distances along a data manifold through a neighborhood graph, then embeds them with classical scaling. This meaning comes from Tenenbaum (2000) in Science.[1]

Unit
Recovery means
Measured by

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Nearby constructs

dimension4 fields · 5 citationsjingle · one word, four constructs learning6 fields · 14 citationsjingle · one name, six constructs manifold2 fields · 2 citationsjingle · one word, two constructs

References

Tenenbaum, J. B., Silva, V. d., & Langford, J. C. (2000). A Global Geometric Framework for Nonlinear Dimensionality Reduction. Science, 290(5500), 2319-2323. https://doi.org/10.1126/science.290.5500.2319

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