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发表状态已发表Published
题名A novel tolerant skyline operation for decision making
作者
发表日期2013
发表期刊Journal of Decision Systems
ISSN/eISSN1246-0125
卷号22期号:3页码:151-167
摘要

Skyline operation is significantly important for Decision Support Systems (DSS) due to its ability to find a number of decision-maker (DM)-interested objects. However, an inherent weakness of conventional skyline queries is that the output size is hard to control by DMs. It actually includes two aspects. On one hand, the number of the returned skyline set might be too large to make the output meaningful. On the other hand, the skyline may not be informative enough or too concise to fulfill the DM's interests. Current solutions for the first aspect aim to refine the computed skyline and find a representative skyline subset with a feasible size. But the second aspect still remains open. In order to tackle this problem, this paper attempts to extend conventional skyline and thus proposes a novel Tolerant Skyline Operation. We study algorithms for computing this novel tolerant skyline. The final experiments employ both real datasets and synthetic datasets for illustration of our approaches. The results indicate that the tolerant skyline is more effective and practical. © 2013 Taylor & Francis.

关键词Data analysis Multicriteria decision making Skyline operation
DOI10.1080/12460125.2013.797325
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语种英语English
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/4724
专题个人在本单位外知识产出
通讯作者Chai, Junyi
作者单位
Department of Computing, Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong
推荐引用方式
GB/T 7714
Chai, Junyi,Liu, James Nga Kwok,Li, Anming. A novel tolerant skyline operation for decision making[J]. Journal of Decision Systems, 2013, 22(3): 151-167.
APA Chai, Junyi, Liu, James Nga Kwok, & Li, Anming. (2013). A novel tolerant skyline operation for decision making. Journal of Decision Systems, 22(3), 151-167.
MLA Chai, Junyi,et al."A novel tolerant skyline operation for decision making". Journal of Decision Systems 22.3(2013): 151-167.
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