Construct · 1 fields · 1 citations

uniform manifold approximation and projection: a standalone construct

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

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Machine learning

a nonlinear dimension reduction method that builds a fuzzy topological graph of the data and finds a low-dimensional layout preserving it.

In machine learning, uniform manifold approximation and projection refers to a nonlinear dimension reduction method that builds a fuzzy topological graph of the data and finds a low-dimensional layout preserving it. This meaning comes from McInnes (2018) in arXiv.[1]

Unit
Recovery means
Measured by

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dimension4 fields · 5 citationsjingle · one word, four constructs layout1 fields · 1 citationsanchor · a standalone construct learning6 fields · 14 citationsjingle · one name, six constructs

References

McInnes, L., Healy, J., & Melville, J. (2018). UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. arXiv. https://doi.org/10.48550/arxiv.1802.03426

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