Search Results - "Niu, Songjie"

SOOP: Efficient Distributed Graph Computation Supporting Second-Order Random Walks by Niu, Songjie, Zhou, Dongyan

“…The second-order random walk has recently been shown to effectively improve the accuracy in graph analysis tasks. Existing work mainly focuses on centralized…”
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TransGPerf: Exploiting Transfer Learning for Modeling Distributed Graph Computation Performance by Niu, Songjie, Chen, Shimin

“…It is challenging to model the performance of distributed graph computation. Explicit formulation cannot easily capture the diversified factors and complex…”
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Optimizing CPU cache performance for Pregel-like graph computation by Songjie Niu, Shimin Chen

“…In-memory graph computation systems have been used to support many important applications, such as PageRank on the web graph and social network analysis. In…”
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Efficient Graph Computation for Node2Vec by Zhou, Dongyan, Niu, Songjie, Chen, Shimin

“…Node2Vec is a state-of-the-art general-purpose feature learning method for network analysis. However, current solutions cannot run Node2Vec on large-scale…”
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