基于决策集的反向天际线查询算法研究

IF 1.3 4区 计算机科学 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Database Management Pub Date : 2022-01-01 DOI:10.4018/jdm.313971
Lan Huang, Yuanwei Zhao, P. Mestre, Laipeng Han, Kangping Wang, Wenjuan Gao, Rui Zhang
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引用次数: 0

摘要

反向天际线查询是经典天际线查询的扩展,广泛应用于电子商务中的决策支持。电子商务中大数据的大量涌现对此类查询的经典算法提出了挑战。本文提出了一种新的决策集定义和一种基于决策集的反向天际线查询方法DRS,该方法以地图约简的方式对双层R树进行索引。为DRS算法的正确性和复杂性提供了理论证明。给出并分析了使用几个大型数据集进行的实验,以说明DRS相对于最先进的反向天际线查询方法的适用性和性能。
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Research on Reverse Skyline Query Algorithm Based on Decision Set
Reverse skyline query is an extension of the classical skyline query, widely used in the decision support in e-business. The vast burst of big data in e-business challenges the classical algorithms for such queries. This paper provides a novel definition of decision set and a decision set based reverse skyline query method called DRS on the double-layer R tree indexing in a map-reduce manner. Theoretical proofs are provided for the correctness and complexity of the DRS algorithm. Experiments made using several large data sets are presented and analyzed to illustrate the applicability and the outperformance of DRS over the state-of-the-art reverse skyline query methods.
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来源期刊
Journal of Database Management
Journal of Database Management 工程技术-计算机:软件工程
CiteScore
4.20
自引率
23.10%
发文量
24
期刊介绍: The Journal of Database Management (JDM) publishes original research on all aspects of database management, design science, systems analysis and design, and software engineering. The primary mission of JDM is to be instrumental in the improvement and development of theory and practice related to information technology, information systems, and management of knowledge resources. The journal is targeted at both academic researchers and practicing IT professionals.
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