شماره ركورد كنفرانس :
4726
عنوان مقاله :
Distributed and Fast Unfolding of Communities in Large Networks: A Brief Survey
عنوان به زبان ديگر :
Distributed and Fast Unfolding of Communities in Large Networks: A Brief Survey
پديدآورندگان :
Shafaeipour Zahra Zahra.shafaeipour1370@gmail.com Sharif University of Technology Department of Computer Engineering IRAN , Seyed Moslemzadeh Mustafa moslemzadeh@ce.sharif.edu Sharif University of Technology Department of Computer Engineering IRAN
كليدواژه :
Community Detection , Distributed System , Louvain Method
عنوان كنفرانس :
چهارمين كنفرانس ملي محاسبات توزيعي و پردازش داده هاي بزرگ
چكيده فارسي :
Community structure is a very important property of complex network. We proposed a simple and distributed method to extract the community structure of large network. Our suggested method is a heuristic method that is based on modularity optimization. There are many metrics to measure the quality of the communities detected by community detection algorithms. The main objective of this research is redesigning and implementing the Louvain method for discovering communities in complex networks, proposed by Blondel et al., 2008, by distributed approach.
چكيده لاتين :
Community structure is a very important property of complex network. We proposed a simple and distributed method to extract the community structure of large network. Our suggested method is a heuristic method that is based on modularity optimization. There are many metrics to measure the quality of the communities detected by community detection algorithms. The main objective of this research is redesigning and implementing the Louvain method for discovering communities in complex networks, proposed by Blondel et al., 2008, by distributed approach.
