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Xin-Ying Liu

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#machine learning Preprint Oct 2026

Testing Central Structure for Complex Networks

Centrality measures rank nodes even when the observed differences can be explained by ordinary structural variation. We therefore study a preceding question: whether a network contains a statistically identifiable central structure at all. We formulate this question as a network-level hypothesis testing issue using the...

Qi-Long Wu, Yu-Xiao Li, Si-Meng Zhang et al. · 0 citations
#machine learning Preprint Sep 2026

Multi-View Fair Clustering Guided by Cross-View Sensitive Information Discrepancy

Multi-view clustering (MVC) aims to uncover latent cluster structures by exploiting complementary information from multiple views. Despite substantial progress in clustering performance, fairness remains an important concern when MVC is applied to socially sensitive scenarios. Recent fair multi-view clustering methods...

Mu-Di Jiang, Jia-Hui Zhou, Xin-Ying Liu et al. · 0 citations

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