Published May 21, 2026 | Version v1
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Fig. 3. UML species discovery results—B clade, 100 in Unsupervised machine learning for species discovery in Eurytoma and Phylloxeroxenus (Hymenoptera: Eurytomidae) parasitoids of oak gall wasps

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Fig. 3. UML species discovery results—B clade, 100% data completeness.The cladogram shows the ML tree topology and the position of the alphanumerically labeled clades. Each column represents the results of a UML dimensionality reduction plus clustering method. Horizontal bars within each column represent the proportion of times an individual was assigned to a given cluster across replicates, with different colors representing different clusters. Horizontal bars are aligned to the tips of the cladogram. Within each method (column), clusters were compared pairwise across replicates via normalized mutual information (NMI), and the replicate with the highest average NMI was chosen as the reference replicate. Cluster labeling (coloring) was then standardized to the reference replicate via the Hungarian method. Cluster labeling is not standardized between different methods.

Notes

Published as part of Weinrich, Christian L, Bubeníková, Kristýna, Sheikh, Sofia I, Steffensen, MaKella J, Ward, Anna K G, Zhang, Yuanmeng Miles & Forbes, Andrew A, 2026, Unsupervised machine learning for species discovery in Eurytoma and Phylloxeroxenus (Hymenoptera: Eurytomidae) parasitoids of oak gall wasps, pp. 1-15 in Insect Systematics and Diversity 10 (3) on page 9, DOI: 10.1093/isd/ixag021, http://zenodo.org/record/20504391

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Journal article: 10.1093/isd/ixag021 (DOI)
Journal article: urn:lsid:plazi.org:pub:FFE5FF851E5FFFCA8008FF9B6966FFE6 (LSID)
Journal article: http://publication.plazi.org/id/FFE5FF851E5FFFCA8008FF9B6966FFE6 (URL)
Journal article: https://zenodo.org/record/20504391 (URL)