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Large-scale Graph Analysis: System, Algorithm and Optimization

Name: Large-scale Graph Analysis: System, Algorithm and Optimization
Brand: Springer Verlag, Singapore
SKU: 25826475
Price: 154.64 EUR
Availability: InStock
Author: Yingxia Shao
ISBN: 9789811539275

Yingxia Shao

Bin Cui

Lei Chen

Jazyk

Angličtina

Kniha Pevná

Libristo kód: 25826475

Nakladateľstvo Springer Verlag, Singapore, júl 2020

This book introduces readers to a workload-aware methodology for large-scale graph algorithm optimiz... Celý popis

Libristo kód: 25826475

373 b

154.64 €

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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 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.