Web warehouse - a new web information fusion tool for web mining

被引:6
作者
Yu, Lean [1 ,2 ]
Huang, Wei [3 ]
Wang, Shouyang [1 ,4 ]
Lai, Kin Keung [2 ,4 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Beijing 100080, Peoples R China
[2] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Management, Wuhan 430074, Peoples R China
[4] Hunan Univ, Coll Business Adm, Changsha 410082, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
web warehouse; web mining; extraction-fusion-mapping-loading process; wrapper service; mediation service; mapping service; semi-structured data;
D O I
10.1016/j.inffus.2006.10.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, we introduce a web information fusion tool - web warehouse, which is suitable for web mining and knowledge discovery. To formulate a web warehouse, a four-layer web warehouse architecture for decision support is firstly proposed. According to the layered web warehouse framework architecture, an extraction-fusion-mapping-loading (EFML) process model for web warehouse construction is then constructed. In the web warehouse process model, a series of web services including wrapper service, mediation service, ontology service and mapping service are used. Particularly, two kinds of mediators are introduced to fuse the heterogeneous web information. Finally, a simple case study is presented to illustrate the construction process of web warehouse. (C) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:501 / 511
页数:11
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