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作者机构:Humboldt Univ Fac Philosophy 4 Inst Petag & Informat D-10117 Berlin Germany Humboldt Univ Fac Econ Inst Informat Syst D-10178 Berlin Germany
出 版 物:《VLDB JOURNAL》 (国际大型数据库杂志)
年 卷 期:2000年第9卷第1期
页 面:56-75页
核心收录:
学科分类:08[工学] 0812[工学-计算机科学与技术(可授工学、理学学位)]
主 题:Web usage mining data mining Web query interfaces Web databases query capabilities conceptual hierarchies
摘 要:The analysis of web usage has mostly focused on sites composed of conventional static pages. However, huge amounts of information available in the web come from databases or other data collections and are presented to the users in the form of dynamically generated pages. The query interfaces of such sites allow the specification of many search criteria. Their generated results support navigation to pages of results combining cross-linked data from many sources. For the analysis of visitor navigation behaviour in such web sites, we propose the web usage miner (WUM), which discovers navigation patterns subject to advanced statistical and structural constraints. Since our objective is the discovery of interesting navigation patterns, we do not focus on accesses to individual pages. Instead, Eve construct conceptual hierarchies that reflect the query capabilities used in the production of these pages. Our experiments with a real web site that integrates data from multiple databases, the German SchulWeb, demonstrate the appropriateness of WUM in discovering navigation patterns and show how those discoveries can help in assessing and improving the quality of the site.