[Download] "Large-scale Graph Analysis: System, Algorithm and Optimization" by Yingxia Shao, Bin Cui & Lei Chen " Book PDF Kindle ePub Free
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eBook details
- Title: Large-scale Graph Analysis: System, Algorithm and Optimization
- Author : Yingxia Shao, Bin Cui & Lei Chen
- Release Date : January 01, 2020
- Genre: Databases,Books,Computers & Internet,Business & Personal Finance,Science & Nature,
- Pages : * pages
- Size : 13125 KB
Description
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 addition, it presents three efficient and scalable advanced graph algorithms – the subgraph enumeration, cohesive subgraph detection, and graph extraction algorithms.
This book offers a valuable reference guide for junior researchers, covering the latest advances in large-scale graph analysis; and for senior researchers, sharing state-of-the-art solutions based on advanced graph algorithms. In addition, all readers will find a workload-aware methodology for designing efficient large-scale graph algorithms.
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