Code_and_Results_for_LLPS_Clust

LLPS-Clust is a clustering algorithm motivated by liquid–liquid phase separation (LLPS). It builds a k-nearest-neighbour affinity graph, applies Gaussian edge weights, and then emulates a physical phase-separation process: nucleation → surface-tension-driven growth → cluster fusion (union-find) → Ostwald ripening → late nucleation. The algorithm is density- and shape-robust, needs no prescribed cluster count, and marks low-density or ambiguous points as an "unassigned / dilute phase" (-1) rather than forcing them into a cluster.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-04
DOI
https://doi.org/10.5281/zenodo.23939507
Primary Topic
Advanced Clustering Algorithms Research
Type
article
Field-Weighted Citation Impact
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article

Code_and_Results_for_LLPS_Clust

Lipu Zhang
Zenodo (CERN European Organization for Nuclear Research)
Advanced Clustering Algorithms Research
article

Code_and_Results_for_LLPS_Clust

Lipu Zhang
article en

Abstract

LLPS-Clust is a clustering algorithm motivated by liquid–liquid phase separation (LLPS). It builds a k-nearest-neighbour affinity graph, applies Gaussian edge weights, and then emulates a physical phase-separation process: nucleation → surface-tension-driven growth → cluster fusion (union-find) → Ostwald ripening → late nucleation. The algorithm is density- and shape-robust, needs no prescribed cluster count, and marks low-density or ambiguous points as an "unassigned / dilute phase" (-1) rather than forcing them into a cluster.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 17%
Advanced Clustering Algorithms Research
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Code_and_Results_for_LLPS_Clust — Lipu Zhang · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS