2 papers
stat.ML2026
Turtle shell clustering: A mixture approach to discriminative clustering with applications to flow cytometry and other data
Mackenzie R. Neal, Paul D. McNicholas, Arthur White
Generative approaches to clustering provide information on geometric properties of clusters, whereas discriminative approaches provide boundaries between clusters. Ideas from both…
stat.ME2025
Model-Based Clustering with Sequential Outlier Identification using the Distribution of Mahalanobis Distances
Ultán P. Doherty, Paul D. McNicholas, Arthur White
The presence of outliers can prevent clustering algorithms from accurately determining an appropriate group structure within a data set. We present outlierMBC, a model-based approa…