- Alexa A. Sochaniwsky, Michael P. B. Gallaugher, Yang Tang, Paul D. McNicholas. Flexible Clustering with a Sparse Mixture of Generalized Hyperbolic Distributions. J. Classification, 42(1):113-133, March 2025.
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- Paul D. McNicholas. Editorial: Journal of Classification Vol. 42-2. J. Classification, 42(2):283, July 2025.
- Özge Sahin, Harry Joe. Vine Copula-Based Classifiers with Applications. J. Classification, 42(2):335-363, July 2025.
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- Ying Mei, Chengbo Lu, Chenghao Tang, Yonghua Wu, Guoqing Meng. A Storage and Classification Algorithm for Concept Drift Data Streams Based on OS-ELM. J. Classification, 42(2):414-434, July 2025.