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R-HBase: A multi-dimensional indexing framework for cloud computing environment

  • Shan Huang
  • , Botao Wang
  • , Jingyang Zhu
  • , Guoren Wang
  • , Ge Yu
  • Northeastern University China

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

It has become a challenge to organize and process large scale multi-dimensional data. In this paper, we present R-HBase, a multi-dimensional indexing framework for cloud computing environment. The R-HBase framework consists of storage layer and index layer. The storage layer supports high throughput and the index layer answers query efficiently. R-HBase is evaluated with synthetic data. R-HBase can handle tens of thousands of inserts per second, while efficiently processing multi-dimensional queries. The results also show that R-HBase is faster than MD-HBase and at the same time R-HBase supports multi-dimensional queries with the number of dimensions more than three.

Original languageEnglish
Title of host publicationProceedings - 14th IEEE International Conference on Data Mining Workshops, ICDMW 2014
EditorsZhi-Hua Zhou, Wei Wang, Ravi Kumar, Hannu Toivonen, Jian Pei, Joshua Zhexue Huang, Xindong Wu
PublisherIEEE Computer Society
Pages569-574
Number of pages6
EditionJanuary
ISBN (Electronic)9781479942749
DOIs
Publication statusPublished - 26 Jan 2015
Externally publishedYes
Event14th IEEE International Conference on Data Mining Workshops, ICDMW 2014 - Shenzhen, China
Duration: 14 Dec 2014 → …

Publication series

NameIEEE International Conference on Data Mining Workshops, ICDMW
NumberJanuary
Volume2015-January
ISSN (Print)2375-9232
ISSN (Electronic)2375-9259

Conference

Conference14th IEEE International Conference on Data Mining Workshops, ICDMW 2014
Country/TerritoryChina
CityShenzhen
Period14/12/14 → …

Keywords

  • Cloud Computing
  • HBase
  • Multi-Dimension
  • R-Tree
  • Space Filling Curve

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