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
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ISSN/eISSN | 1246-0125 |
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 |
DOI | 10.1080/12460125.2013.797325 |
URL | 查看来源 |
语种 | 英语English |
引用统计 | |
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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