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Workshop: Geometrical and Topological Representation Learning

Manifold-aligned Neighbor Embedding

Mohammad Tariqul Islam · Jason Fleischer

Keywords: [ UMAP ] [ manifold alignement ]


In this paper, we introduce a neighbor embedding framework for manifold alignment. We demonstrate the efficacy of the framework using a manifold-aligned version of the uniform manifold approximation and projection algorithm. We show that our algorithm can learn an aligned manifold that is visually competitive to embedding of the whole dataset.

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