Building the concept semantic space for large text database
文献类型:期刊论文
作者 | Wei, Xiao1,2; Zeng, Daniel Dajun2![]() ![]() |
刊名 | COMPUTER SYSTEMS SCIENCE AND ENGINEERING
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出版日期 | 2015-09-01 |
卷号 | 30期号:5页码:421-429 |
关键词 | text database concept semantic space multiple semantic granularities multiple semantic dimensions semantic link network concept extraction |
英文摘要 | To overcome such shortcomings of keyword-based systems on the large text database as low efficiency and recall of searching, this paper proposes a novel concept semantic space to describe the large scale of text database efficiently. The proposed concept semantic space describes the text database from multiple semantic granularities (i.e. keyword, concept, etc.) and multiple semantic dimensions (i.e. association relations, similar relations, etc.), which provides a macroscopic and dynamic view of the text database. With the support of concept semantic space, some novel systems can be constructed on the text database to provide novel, efficient and flexible services. In this paper, take association relation for example, the main steps of building such a concept semantic space on text database are discussed in detail. In the end, both the experimental results and a prototype system, named as Knowle, show that the proposed concept semantic space is efficient in organizing the text database. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods |
研究领域[WOS] | Computer Science |
关键词[WOS] | FORMAL CONCEPT ANALYSIS ; DISCOVERY ; COMMUNITIES ; NETWORKS |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000368322300011 |
公开日期 | 2016-05-03 |
源URL | [http://ir.ia.ac.cn/handle/173211/10661] ![]() |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_互联网大数据与安全信息学研究中心 |
作者单位 | 1.Shanghai Inst Technol, Shanghai, Peoples R China 2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Wei, Xiao,Zeng, Daniel Dajun,Wu, Wei,et al. Building the concept semantic space for large text database[J]. COMPUTER SYSTEMS SCIENCE AND ENGINEERING,2015,30(5):421-429. |
APA | Wei, Xiao,Zeng, Daniel Dajun,Wu, Wei,&Dai, Yeming.(2015).Building the concept semantic space for large text database.COMPUTER SYSTEMS SCIENCE AND ENGINEERING,30(5),421-429. |
MLA | Wei, Xiao,et al."Building the concept semantic space for large text database".COMPUTER SYSTEMS SCIENCE AND ENGINEERING 30.5(2015):421-429. |
入库方式: OAI收割
来源:自动化研究所
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