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Sep 2026

Scalable Graph-Based Clustering for Unaligned Multi-View Data.

In most existing multi-view clustering scenarios, samples of the same object across views are typically assumed to be strictly aligned, forming a key prerequisite for cross-view consistency. In practice, however, view-wise data acquisition and processing are often independent, making the View-unaligned Problem (VuP) ub...

Zhe Cao, Tao Zhang, Yi-Chen Wang et al. · 0 citations

Doubly Stochastic Adaptive Neighbors Clustering via the Marcus Mapping

The Marcus mapping is extended, which indicates that certain sparse matrices can also be transformed into doubly stochastic symmetric matrices via diagonal matrices, and it is proved that the Marcus mapping solves a specific type of optimal transport problem.

Jinghui Yuan, Chusheng Zeng, Fangyuan Xie et al. · 6 citations

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