Distributed Graph Computation Meets Machine Learning

Wencong Xiao,Jilong Xue,Youshan Miao,Zhen Li,Cheng Chen,Ming Wu,Wei Li,Lidong Zhou

IEEE Transactions on Parallel and Distributed Systems（2020）

引用 9|浏览197

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摘要

TuX2 is a new distributed graph engine that bridges graph computation and distributed machine learning. TuX2 inherits the benefits of elegant graph computation model, efficient graph layout, and balanced parallelism to scale to billion-edge graphs, while extended and optimized for distributed machine learning to support heterogeneity in data model, Stale Synchronous Parallel in scheduling, and a n...

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关键词

Machine learning,Data models,Computational modeling,Engines,Machine learning algorithms,Layout,Parallel processing

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