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Uniform Manifold Approximation with Two-phase Optimization

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Abstract

We present a dimensionality reduction algorithm called Uniform Manifold Approximation with Two-phase Optimization (UMATO), that aims to preserve both the global and local structures of high-dimensional data. Most existing dimensionality reduction algorithms have focused on only one of these two aspects, and this insufficiency can provide a biased view of data, leading to overlooking or misinterpreting important patterns in high-dimensional space... (read more)

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https://openreview.net/pdf?id=gkOYZpeGEK

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