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This book originates from the first European Web Mining Forum, EWMF 2003, held in Cavtat-Dubrovnik, Croatia, in September 2003 in association with ECML/PKDD 2003.
The Web Mining Forum initiative is motivated by the insight that knowledge discovery on the Web, from the viewpoint of hyperarchive analysis, and, from the viewpoint of interaction among persons and institutions, are complementary, both for the conventional Web and for the Semantic Web.
This book presents an introductory roadmap paper, four invited papers and six workshop papers, which were carefully selected during two rounds of reviewing and improvement. Among the topics addressed are Web usage mining, Web mining for the addition of semantics, semantically enhanced Web filtering, ontologies, wrapper induction, Web personalization, user profiling, user session evaluation, and evolution of Web usage patterns.
A Roadmap for Web Mining: From Web to Semantic Web.- On the Deployment of Web Usage Mining.- Mining the Web to Add Semantics to Retail Data Mining.- Semantically Enhanced Collaborative Filtering on the Web.- Mapping Documents onto Web Page Ontology.- Mining Web Sites Using Wrapper Induction, Named Entities, and Post-processing.- Web Community Directories: A New Approach to Web Personalization.- Evaluation and Validation of Two Approaches to User Profiling.- Greedy Recommending Is Not Always Optimal.- An Approach to Estimate the Value of User Sessions Using Multiple Viewpoints and Goals.- Monitoring the Evolution of Web Usage Patterns.