312 citations · 464 across the 5 of their papers we have counts for
5 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…
Supporting novel biomedical research via multilayer collaboration networks
Konstantin Kuzmin, Xiaoyan Lu, Partha Sarathi Mukherjee +3
The value of research containing novel combinations of molecules can be seen in many innovative and award-winning research programs. Despite calls to use innovative approaches to a…
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…
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…
Identifying robust communities and multi-community nodes by combining top-down and bottom-up approaches to clustering
Chris Gaiteri, Mingming Chen, Boleslaw Szymanski +9
Biological functions are carried out by groups of interacting molecules, cells or tissues, known as communities. Membership in these communities may overlap when biological compone…