DownloadThe Portobello Bookshop Gift Guide 2024

Large-scale Graph Analysis: System, Algorithm and Optimization

Lei Chen author Yingxia Shao author Bin Cui author

Format:Paperback

Publisher:Springer Verlag, Singapore

Published:2nd Jul '21

Currently unavailable, and unfortunately no date known when it will be back

This paperback is available in another edition too:

Large-scale Graph Analysis: System, Algorithm and Optimization cover

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 fordesigning efficient large-scale graph algorithms.

ISBN: 9789811539305

Dimensions: unknown

Weight: unknown

146 pages

1st ed. 2020