Lianyu Hu
About me
I received my Ph.D. degree in Software Engineering from Dalian University of Technology, China, in June 2025, supervised by Prof. Zengyou He.
Previously, I obtained my M.Sc. degree in Computer Science from Ningbo University, China, in 2019.
My research interests include Machine Learning, Data Mining, and Causal Inference.
Research
Current Work
Under Review
Lianyu Hu, Mudi Jiang, Junjie Dong, Xinying Liu, Zengyou He*. "Interpretable Clustering: A Survey." [link]
Lianyu Hu, Mudi Jiang, Yan Liu, and Zengyou He*. "Significance-Based Categorical Data Clustering." [link]
Xinying Liu, Lianyu Hu, Mudi Jiang, Simeng Zhang, Jun Lou, Zengyou He*. "Two-cluster test." [link]
Hang Lv, Lianyu Hu, Mudi Jiang, Xinying Liu, and Zengyou He*. "Interpretable Clustering Ensemble." [link]
Zengyou He*, Pengju Li, Yifan Tang, Lianyu Hu, Mudi Jiang, Yan Liu. "Personalized Interpretable Classification." [link]
Selected Publications
Lianyu Hu, Mudi Jiang, Yan Liu, Quan Zou, Zengyou He*. "Clustering Categorical Data via Multiple Hypothesis Testing." ACM Transactions on Knowledge Discovery from Data, 2025.
[link][pdf][code][showcase]
Lianyu Hu, Mudi Jiang, Junjie Dong, Xinying Liu, Zengyou He*. "Interpretable categorical data clustering via hypothesis testing." Pattern Recognition, 2025.
[link][pdf][code]
Lianyu Hu, Junjie Dong, Mudi Jiang, Yan Liu, and Zengyou He*. "Clusterability test for categorical data." Knowledge and Information Systems, 2025.
[link][pdf][code][showcase]
Lianyu Hu, Mudi Jiang, Xinying Liu, Zengyou He*. "Significance-based decision tree for interpretable categorical data clustering." Information Sciences, 2025.
[link][pdf][code]
Zengyou He*, Lianyu Hu, Jinfeng He, Junjie Dong, Mudi Jiang, Xinying Liu. "Significance-based interpretable sequence clustering." Information Sciences, 2025.
[link][pdf][code]
Caiming Zhong*, Lianyu Hu, Xiaodong Yue et al. "Ensemble clustering based on evidecen extracted from the co-association matrix." Pattern Recognition, 2019.
[link][pdf][code]
Other Publications
Junjie Dong, Mudi Jiang, Lianyu Hu, and Zengyou He*. "Hamming encoder: mining discriminative k-mers for discrete sequence classification." Data Mining and Knowledge Discovery, 2025.
[link][code]
Xiaoxuan Sun, Lianyu Hu, Xinying Liu, Mudi Jiang, Yan Liu, Zengyou He*. "Explainable community detection." Chaos, Solitons & Fractals, 2025.
[link][code]
Zengyou He*, Zerun Li, Junjie Dong, Xinying Liu, Mudi Jiang, Lianyu Hu. "Conjunction subspaces test for conformal and selective classification." Information Sciences, 2025.
[link][code]
Mudi Jiang, Lianyu Hu, Zengyou He, Zhikui Chen*. "Interpretable multi-view clustering." Pattern Recognition, 2025.
[link]
Hailu Tan, Yan Liu, Xinying Liu, Lianyu Hu, Zengyou He*. "Interpretable link prediction." Chaos, Solitons & Fractals, 2025.
[link][code]
Zengyou He*, Xiaolei Li, Lianyu Hu, Mudi Jiang, Yan Liu. "Community structure testing by counting frequent common neighbor sets." Information Sciences, 2025.
[link][code]
Junjie Dong, Xinyi Yang, Mudi Jiang, Lianyu Hu, Zengyou He*. "Interpretable sequence clustering." Information Sciences, 2025.
[link][code]
Zengyou He, Jun Lou, Yan Liu*, Lianyu Hu, Mudi Jiang. "Node Centrality Inference via Hypothesis Testing." Statistical Analysis and Data Mining, 2024.
[link]
Zengyou He*, Jiaqi Wang, Mudi Jiang, Lianyu Hu, Quan Zou*. "Random subsequence forests." Information Sciences, 2024.
[link][code]
Mudi Jiang, Lianyu Hu, Xin Han, Yong Zhou, and Zengyou He*. "A randomized algorithm for clustering discrete sequences." Pattern Recognition, 2024.
[link][code]
Yan Liu, Xue Feng, Jun Lou, Lianyu Hu, and Zengyou He*. "Central node identification via weighted kernel density estimation." Data Mining and Knowledge Discovery, 2024.
[link]
Mudi Jiang, Jiaqi Wang, Lianyu Hu, and Zengyou He*. "Random forest clustering for discrete sequences." Pattern Recognition Letters, 2023.
[link]
Yan Liu, Mudi Jiang, Lianyu Hu, and Zengyou He*. "The statistical nature of h-index of a network node and its extensions." Journal of Informetrics, 2023.
[link][pdf][code]
Yan Liu, Xiaoqi Wei, Wenfang Chen, Lianyu Hu, and Zengyou He*. "A graph-traversal approach to identify influential nodes in a network." Patterns, 2021.
[link][pdf][code]
Lianyu Hu, and Caiming Zhong*. "An internal validity index based on density-involved distance." IEEE Access, 2019.
[link][pdf][code]
Note: * indicates the corresponding author.
Full list of publications in Google Scholar.
Academic service
Reviewer
More details in Publons
|