455 citations · 2.1k across the 25 of their papers we have counts for
5 papers · 1 filter
Ensemble-driven support vector clustering: From ensemble learning to automatic parameter estimation
Dong Huang, Chang-Dong Wang, Jian-Huang Lai +3
Support vector clustering (SVC) is a versatile clustering technique that is able to identify clusters of arbitrary shapes by exploiting the kernel trick. However, one hurdle that r…
Robust Ensemble Clustering Using Probability Trajectories
Dong Huang, Jian-Huang Lai, Chang-Dong Wang
Although many successful ensemble clustering approaches have been developed in recent years, there are still two limitations to most of the existing approaches. First, they mostly…
Community Detection Using Multilayer Edge Mixture Model
Han Zhang, Chang-Dong Wang, Jian-Huang Lai +1
A wide range of complex systems can be modeled as networks with corresponding constraints on the edges and nodes, which have been extensively studied in recent years. Nowadays, wit…
Modularity in Complex Multilayer Networks with Multiple Aspects: A Static Perspective
Han Zhang, Chang-Dong Wang, Jian-Huang Lai +1
Complex systems are usually illustrated by networks which captures the topology of the interactions between the entities. To better understand the roles played by the entities in t…
Locally Weighted Ensemble Clustering
Dong Huang, Chang-Dong Wang, Jian-Huang Lai
Due to its ability to combine multiple base clusterings into a probably better and more robust clustering, the ensemble clustering technique has been attracting increasing attentio…