3 papers
stat.ML2026
Privacy-Preserving Transfer Learning for Community Detection using Locally Distributed Multiple Networks
Xiao Guo, Xuming He, Xiangyu Chang +1
Modern applications increasingly involve highly sensitive network data, where raw edges cannot be shared due to privacy constraints. We propose \texttt{TransNet}, a new spectral cl…
stat.CO2025
Randomized Spectral Clustering for Large-Scale Multi-Layer Networks
Wenqing Su, Xiao Guo, Xiangyu Chang +1
Large-scale multi-layer networks with large numbers of nodes, edges, and layers arise across various domains, which poses a great computational challenge for the downstream analysi…
math.ST2024
Spectral co-Clustering in Multi-layer Directed Networks
Wenqing Su, Xiao Guo, Xiangyu Chang +1
Modern network analysis often involves multi-layer network data in which the nodes are aligned, and the edges on each layer represent one of the multiple relations among the nodes.…