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cs.LG2025
Crowdsourcing Without People: Modelling Clustering Algorithms as Experts
Jordyn E. A. Lorentz, Katharine M. Clark
This paper introduces mixsemble, an ensemble method that adapts the Dawid-Skene model to aggregate predictions from multiple model-based clustering algorithms. Unlike traditional c…
stat.ML2025
funOCLUST: Clustering Functional Data with Outliers
Katharine M. Clark, Paul D. McNicholas
Functional data present unique challenges for clustering due to their infinite-dimensional nature and potential sensitivity to outliers. An extension of the OCLUST algorithm to the…