492 citations · 1.2k across the 50 of their papers we have counts for
4 papers · 1 filter
TIMERS: Error-Bounded SVD Restart on Dynamic Networks
Ziwei Zhang, Peng Cui, Jian Pei +2
Singular Value Decomposition (SVD) is a popular approach in various network applications, such as link prediction and network parameter characterization. Incremental SVD approaches…
A Survey on Network Embedding
Peng Cui, Xiao Wang, Jian Pei +1
Network embedding assigns nodes in a network to low-dimensional representations and effectively preserves the network structure. Recently, a significant amount of progresses have b…
Finding Theme Communities from Database Networks
Lingyang Chu, Zhefeng Wang, Jian Pei +3
Given a database network where each vertex is associated with a transaction database, we are interested in finding theme communities. Here, a theme community is a cohesive subgraph…
Preference-driven Similarity Join
Chuancong Gao, Jiannan Wang, Jian Pei +2
Similarity join, which can find similar objects (e.g., products, names, addresses) across different sources, is powerful in dealing with variety in big data, especially web data. T…