A Lightweight Interactive Graph Processing Library for Edge Computing in Smart Society

Jun Zhou, Masaaki Kondo

研究成果: Conference contribution

抄録

Edge computing aims to handle the data very close to the source where it is produced, and also provides an effective way to alleviate the burden of cloud computing for the processing of massive volume of data, enabling lower latency, faster response, and more comprehensive data analyses. Meanwhile, graph-based data has emerged especially in the form of social networks, World Wide Web (WWW), transportation, biological networks, and so on, which become high-impact domains of human activity to build smart society. Generally, as the resources on compact end devices are strictly constrained, a graph processing solution with low latency and low overhead is a real necessity for graph analytics in edge computing. In this paper, for the first time to our knowledge, we propose a lightweight interactive graph processing library (GPL) for edge computing in smart society, which is user-friendly and handy to be operated on a single device or among multiple devices. Evaluation is conducted to indicate that the proposed GPL is highly competitive with other established libraries such as igraph, NetworKit or NetworkX based on different graph datasets over a variety of popular algorithms.

本文言語English
ホスト出版物のタイトルProceedings - 2021 9th International Symposium on Computing and Networking Workshops, CANDARW 2021
出版社Institute of Electrical and Electronics Engineers Inc.
ページ62-68
ページ数7
ISBN(電子版)9781665428354
DOI
出版ステータスPublished - 2021
イベント9th International Symposium on Computing and Networking Workshops, CANDARW 2021 - Virtual, Online, Japan
継続期間: 2021 11月 232021 11月 26

出版物シリーズ

名前Proceedings - 2021 9th International Symposium on Computing and Networking Workshops, CANDARW 2021

Conference

Conference9th International Symposium on Computing and Networking Workshops, CANDARW 2021
国/地域Japan
CityVirtual, Online
Period21/11/2321/11/26

ASJC Scopus subject areas

  • 人工知能
  • コンピュータ ネットワークおよび通信
  • 情報システム
  • ソフトウェア

フィンガープリント

「A Lightweight Interactive Graph Processing Library for Edge Computing in Smart Society」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル