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分布式网络下改进的Top-k查询算法

杨浩 林喜军 曲海鹏

计算机工程2017,Vol.43Issue(2):79-84,6.
计算机工程2017,Vol.43Issue(2):79-84,6.DOI:10.3969/j.issn.1000-3428.2017.02.014

分布式网络下改进的Top-k查询算法

Improved Top-k Query Algorithm in Distributed Networks

杨浩 1林喜军 1曲海鹏1

作者信息

  • 1. 中国海洋大学信息科学与工程学院,山东青岛266100
  • 折叠

摘要

Abstract

Existing Top-k query algorithms are mainly applied in the centralized relational database.However,the algorithms will cause huge communication costs and low efficiency in the distributed networks.In order to solve these problems,an improved Top-k Query Algorithm is proposed.This algorithm sets a Pretreatment Index Table(PIT) to cut the independent data out in the distributed networks,builds candidate subset which contains the correct Top-k results and realizes Top-k query based on it.Experimental result shows that the query results of this algorithm are more accurate,and it has shorter operation time and less network overhead compared with Fagin and Naive Top-k query algorithms.

关键词

Top-k查询/分布式网络/数据裁剪策略/预处理索引表/大数据

Key words

Top-k query/distributed networks/data cutting strategy/Pretreatment Index Table (PIT)/big data

分类

信息技术与安全科学

引用本文复制引用

杨浩,林喜军,曲海鹏..分布式网络下改进的Top-k查询算法[J].计算机工程,2017,43(2):79-84,6.

基金项目

国家自然科学基金(61379127) (61379127)

国家海洋公益性行业科研专项(201105033). (201105033)

计算机工程

OA北大核心CSCDCSTPCD

1000-3428

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