一种用于查找研究领域专业知识的Web挖掘方法

T. Quan, S. Hui, A. Fong
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引用次数: 10

摘要

在一个研究领域找到专业知识有助于研究人员了解谁是该研究领域的专家。本文提出了一种寻找科研领域专业知识的web挖掘方法。在这种方法中,索引代理从通常包括学术网页的网站搜索和下载科学出版物,然后提取引文并将其存储在web引文数据库中。此外,研究者的信息也被保存到研究者数据库中。将数据挖掘技术应用于Web引文数据库,对引文关键字和作者进行数据挖掘,形成文档聚类和作者聚类。提出了多聚类技术,用于挖掘特定研究领域的文档聚类和作者聚类的组合信息。
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A Web mining approach for finding expertise in research areas
Finding expertise in a research area helps researchers to know whom are the experts working on the research area. This paper proposes a web mining approach for finding expertise in scientific research areas. In this approach, Indexing Agents search and download scientific publications from web sites that typically include academic web pages, then they extract citations and store them in a Web Citation Database. In addition, researcher information is also saved into the Researcher Database. Data mining techniques are applied to the Web Citation Database on citation keywords and authors to form document clusters and author clusters. The Multi-Clustering technique is proposed to mine the combined information of document clusters and author clusters for information on expertise in specified research areas.
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