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Finding the informative and concise set through approximate skyline queries

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成果类型:
期刊论文
作者:
Yin, Bo*;Wei, Xuetao*;Liu, Yonghe
通讯作者:
Yin, Bo;Wei, Xuetao
作者机构:
[Yin, Bo] ChangSha Univ Sci & Technol, Sch Comp & Commun Engn, Hunan Prov Key Lab Intelligent Proc Big Data Tran, Changsha, Hunan, Peoples R China.
[Wei, Xuetao] Univ Cincinnati, Sch Informat Technol, Cincinnati, OH 45221 USA.
[Wei, Xuetao] Univ Cincinnati, Dept Elect Engn & Comp Syst, Cincinnati, OH 45221 USA.
[Liu, Yonghe] Univ Texas Arlington, Dept Comp Sci & Engn, Arlington, TX 76019 USA.
通讯机构:
[Yin, Bo] C
[Wei, Xuetao] U
ChangSha Univ Sci & Technol, Sch Comp & Commun Engn, Hunan Prov Key Lab Intelligent Proc Big Data Tran, Changsha, Hunan, Peoples R China.
Univ Cincinnati, Sch Informat Technol, Cincinnati, OH 45221 USA.
Univ Cincinnati, Dept Elect Engn & Comp Syst, Cincinnati, OH 45221 USA.
语种:
英文
关键词:
Approximate queries;Multi-criteria data analysis;Similarity;Skyline queries
期刊:
Expert Systems with Applications
ISSN:
0957-4174
年:
2019
卷:
119
页码:
289-310
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61402055]; Natural Science Foundation of Hunan ProvinceNatural Science Foundation of Hunan Province [2016JJ30121]
机构署名:
本校为第一且通讯机构
院系归属:
计算机与通信工程学院
摘要:
Querying databases to search for "best" objects matching users' preferences is a fundamental problem of intelligent systems and applications. The skyline query is an important tool for solving such a best-matching problem from the concept of multi-criteria optimization. However, it has the size problem as the size of the results of a skyline query grows superlinearly with the number of criteria. Here, we propose to find both the informative and concise set of skyline, a refined skyline set without similar objects. The informativeness requires the reduced set to cover the skyline, i.e., for eve...

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