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Large-Scale Graph Analysis: System, Algorithm and Optimization

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Large-Scale Graph Analysis: System, Algorithm and Optimization - Shao, Yingxia, and Cui, Bin, and Chen, Lei
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This book introduces readers to a workload-aware methodology for large-scale graph algorithm optimization in graph-computing systems, and proposes several optimization techniques that can enable these systems to handle advanced graph algorithms efficiently. More concretely, it proposes a workload-aware cost model to guide the development of high-performance algorithms. On the basis of the cost model, the book subsequently presents a system-level optimization resulting in a partition-aware graph-computing engine, PAGE. In ...

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Large-Scale Graph Analysis: System, Algorithm and Optimization 2021, Springer, Singapore

ISBN-13: 9789811539305

2020 edition

Trade paperback

Large-Scale Graph Analysis: System, Algorithm and Optimization 2020, Springer, Singapore

ISBN-13: 9789811539275

2020 edition

Hardcover