29 citations
5 papers
Fast Complex Network Clustering Algorithm Using Agents
Di Jin, Dayou Liu, Bo Yang +1
Recently, the sizes of networks are always very huge, and they take on distributed nature. Aiming at this kind of network clustering problem, in the sight of local view, this paper…
Ant Colony Optimization with a New Random Walk Model for Community Detection in Complex Networks
Di Jin, Dayou Liu, Bo Yang +2
Detecting communities from complex networks has recently triggered great interest. Aiming at this problem, a new ant colony optimization strategy building on the Markov random walk…
Genetic Algorithm with a Local Search Strategy for Discovering Communities in Complex Networks
Dayou Liu, Di Jin, Carlos Baquero +3
In order to further improve the performance of current genetic algorithms aiming at discovering communities, a local search based genetic algorithm GALS is here proposed. The core…
Genetic Algorithm with Ensemble Learning for Detecting Community Structure in Complex Networks
Dongxiao He, Zhe Wang, Bin Yang +1
Community detection in complex networks is a topic of considerable recent interest within the scientific community. For dealing with the problem that genetic algorithm are hardly a…
An Ant-Based Algorithm with Local Optimization for Community Detection in Large-Scale Networks
Dongxiao He, Jie Liu, Bo Yang +3
In this paper, we propose a multi-layer ant-based algorithm MABA, which detects communities from networks by means of locally optimizing modularity using individual ants. The basic…