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Xiao-Huan Lu

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Open access Sep 2026

Reliable cross-view neighborhood relation transfer and high-order semantic structure mining for incomplete multi-view partial multi-label classification

Multi-view multi-label classification has attracted increasing attention because it can characterize complex real-world data from multiple perspectives. However, the simultaneous presence of missing views and labels often causes incomplete feature information and uncertain data distributions, hindering the extraction o...

Jia-Yan Li, Zhi-Xian Jiang, Wen-Bin Bu et al. · 0 citations
#machine learning Review Jun 2025

Two-dimensional Taxonomy for N-ary Knowledge Representation Learning Methods

A two-dimensional taxonomy is proposed: the first dimension categorises models based on their methodology, including translation-based models, tensor factorisation-based models, deep neural network-based models, logic rule-based models, and hyperedge expansion-based models, and hyperedge expansion-based models.

Xiao-Huan Lu, L. Tupikina, Mehwish Alam · 1 citation
Aug 2026

Available View Set-guided multi-view retinal disease classification from OCT and OCTA.

The Adaptive Multi-View Transformer with Uncertainty (AMTU) is proposed, designed to exploit complementary information while reducing the discriminative dependency on the integrity of the Available View Set.

Li-Tong Ma, Ya-Lin Zheng, Shan-Shan Wang et al. · 0 citations

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