Reviewing Big Data Computation from a System Perspective

Big data computing is a necessary way to acquire the “great value” behind the big data, and a computing system is an effective tool for big data computing. Big data computing from a system perspective was reviewed. Based on the fact that big data has the macro characteristics of huge volume, growing...

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Bibliographic Details
Published in:大数据
Main Author: Weiming Zheng
Format: Article
Language:Chinese
Published: China InfoCom Media Group 2015-05-01
Subjects:
Online Access:http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2015.01.002
Description
Summary:Big data computing is a necessary way to acquire the “great value” behind the big data, and a computing system is an effective tool for big data computing. Big data computing from a system perspective was reviewed. Based on the fact that big data has the macro characteristics of huge volume, growing fast, complex structure, and quality disparity, the typical features of big data computing by analyzing batch computing, stream computing, and graph computing respectively, were discussed. These features may bring technical challenges to the design and implementation of big data computing system. The related works for overcoming these challenges were further categoried. In the end, some prospective research directions of big data computing from the system perspective were listed.
ISSN:2096-0271