6 papers
Adaptive Modularity Maximization via Edge Weighting Scheme
Xiaoyan Lu, Konstantin Kuzmin, Mingming Chen +1
Modularity maximization is one of the state-of-the-art methods for community detection that has gained popularity in the last decade. Yet it suffers from the resolution limit probl…
Parallel Toolkit for Measuring the Quality of Network Community Structure
Mingming Chen, Sisi Liu, Boleslaw K. Szymanski
Many networks display community structure which identifies groups of nodes within which connections are denser than between them. Detecting and characterizing such community struct…
Extension of Modularity Density for Overlapping Community Structure
Mingming Chen, Konstantin Kuzmin, Boleslaw K. Szymanski
Modularity is widely used to effectively measure the strength of the disjoint community structure found by community detection algorithms. Although several overlapping extensions o…
A New Metric for Quality of Network Community Structure
Mingming Chen, Tommy Nguyen, Boleslaw K. Szymanski
Modularity is widely used to effectively measure the strength of the community structure found by community detection algorithms. However, modularity maximization suffers from two…
Fuzzy Overlapping Community Quality Metrics
Mingming Chen, Boleslaw K. Szymanski
Modularity is widely used to effectively measure the strength of the disjoint community structure found by community detection algorithms. Several overlapping extensions of modular…
Community Detection via Maximization of Modularity and Its Variants
Mingming Chen, Konstantin Kuzmin, Boleslaw K. Szymanski
In this paper, we first discuss the definition of modularity (Q) used as a metric for community quality and then we review the modularity maximization approaches which were used fo…