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Manifold-aligned Neighbor Embedding

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arxiv 2205.11257 v1 pith:QWHIP63L submitted 2022-05-19 cs.LG

classification cs.LG
keywords embeddingmanifoldalgorithmframeworkmanifold-alignedneighboralignedalignment
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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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