SUMAC applies UMAP and HDBSCAN to JWST/NIRSpec PRISM IFS data of SGAS111020.0+645950.8 at z=2.481, recovering six populations separated by emission lines, continuum slopes, and Balmer features.
Accelerated hierarchical density clustering, in: IEEE International Conference on Data Mining Workshops (ICDMW), pp
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Lumbermark detects clusters by iteratively chopping large limbs off a mutual reachability MST, yielding partitions of user-specified sizes as a robust alternative to HDBSCAN.
Attribute-based network partitioning with hydraulic and graph features stabilizes pipe roughness calibration, yielding repeatable results comparable to manual methods for key pipes.
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Lumbermark: Resistant Clustering by Chopping Up Mutual Reachability Minimum Spanning Trees
Lumbermark detects clusters by iteratively chopping large limbs off a mutual reachability MST, yielding partitions of user-specified sizes as a robust alternative to HDBSCAN.