Utilizing the internal k-nearest-neighbor graph from UMAP, rather than just its 2D embedding, improves data analysis. Applying PageRank and k-core decomposition to this graph reveals more robust structural insights into high-dimensional manifolds.
HOW THIS AFFECTS YOU
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researcherYou can extract deeper topological insights by avoiding the distortion of 2D projections.