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Big graph search: challenges and techniques

机译:大图搜索:挑战与技术

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摘要

On one hand, compared with traditional relational and XML models, graphs have more expressive power and are widely used today. On the other hand, various applications of social computing trigger the pressing need of a new search paradigm. In this article, we argue that big graph search is the one filling this gap. We first introduce the application of graph search in various scenarios. We then formalize the graph search problem, and give an analysis of graph search from an evolutionary point of view, followed by the evidences from both the industry and academia. After that, we analyze the difficulties and challenges of big graph search. Finally, we present three classes of techniques towards big graph search: query techniques, data techniques and distributed computing techniques.
机译:一方面,与传统的关系和XML模型相比,图具有更强大的表达能力,并且在当今得到了广泛的使用。另一方面,社交计算的各种应用触发了对新搜索范例的迫切需求。在本文中,我们认为大图搜索是填补这一空白的一种。我们首先介绍图搜索在各种情况下的应用。然后,我们对图搜索问题进行形式化,并从进化的角度对图搜索进行分析,然后提供行业和学术界的证据。之后,我们分析了大图搜索的困难和挑战。最后,我们介绍了针对大图搜索的三类技术:查询技术,数据技术和分布式计算技术。

著录项

  • 来源
    《Frontiers of computer science in China》 |2016年第3期|387-398|共12页
  • 作者单位

    State Key Laboratory of Software Development Environment, School of Computer Science and Engineering, Beihang University, Beijing 100191, China;

    State Key Laboratory of Software Development Environment, School of Computer Science and Engineering, Beihang University, Beijing 100191, China;

    State Key Laboratory of Software Development Environment, School of Computer Science and Engineering, Beihang University, Beijing 100191, China;

    State Key Laboratory of Software Development Environment, School of Computer Science and Engineering, Beihang University, Beijing 100191, China;

    State Key Laboratory of Software Development Environment, School of Computer Science and Engineering, Beihang University, Beijing 100191, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    graph search; big data; query techniques; data techniques; distributed computing;

    机译:图搜索;大数据;查询技术;数据技术;分布式计算;

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