4 citations · 4 across the 6 of their papers we have counts for
Showing stat.MLShow all
3 papers · 1 filter
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…
stat.ML2024
FastManly: An EM-Gradient Algorithm for Manly Mixture Models
Katharine M. Clark, Paul D. McNicholas
A faster implementation of mixtures of Manly transformations is proposed. This method, called FastManly, uses Newton's method for optimization in an EM gradient algorithm instead o…
stat.ML2023
Clustering Three-Way Data with Outliers
Katharine M. Clark, Paul D. McNicholas
Matrix-variate distributions are a relatively recent addition to the model-based clustering literature, thereby making it possible to analyze data in matrix form with complex struc…