937 citations · 1.8k across the 11 of their papers we have counts for
6 papers · 1 filter
LabelRankT: Incremental Community Detection in Dynamic Networks via Label Propagation
Jierui Xie, Mingming Chen, Boleslaw K. Szymanski
An increasingly important challenge in network analysis is efficient detection and tracking of communities in dynamic networks for which changes arrive as a stream. There is a need…
LabelRank: A Stabilized Label Propagation Algorithm for Community Detection in Networks
Jierui Xie, Boleslaw K. Szymanski
An important challenge in big data analysis nowadays is detection of cohesive groups in large-scale networks, including social networks, genetic networks, communication networks an…
Towards Linear Time Overlapping Community Detection in Social Networks
Jierui Xie, Boleslaw K. Szymanski
Membership diversity is a characteristic aspect of social networks in which a person may belong to more than one social group. For this reason, discovering overlapping structures i…
Overlapping Community Detection in Networks: the State of the Art and Comparative Study
Jierui Xie, Stephen Kelley, Boleslaw K. Szymanski
This paper reviews the state of the art in overlapping community detection algorithms, quality measures, and benchmarks. A thorough comparison of different algorithms (a total of f…
SLPA: Uncovering Overlapping Communities in Social Networks via A Speaker-listener Interaction Dynamic Process
Jierui Xie, Boleslaw K. Szymanski, Xiaoming Liu
Overlap is one of the characteristics of social networks, in which a person may belong to more than one social group. For this reason, discovering overlapping structures is necessa…
Community Detection Using A Neighborhood Strength Driven Label Propagation Algorithm
Jierui Xie, Boleslaw K. Szymanski
Studies of community structure and evolution in large social networks require a fast and accurate algorithm for community detection. As the size of analyzed communities grows, comp…