Web Mining: From Web to Semantic Web

First European Web Mining Forum, EWMF 2003, Cavtat-Dubrovnik, Croatia, September 22, 2003, Revised Selected and Invited Papers
2004
ISBN: 978-3-540-23258-2
Verlag: Springer Berlin Heidelberg

Buch, Englisch, 206 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 335 g

Reihe: Lecture Notes in Artificial Intelligence

In the last years, research on Web mining has reached maturity and has broadened in scope. Two different but interrelated research threads have emerged, based on the dual nature of the Web: – The Web is a practically in?nite collection of documents: The acquisition and - ploitation of information from these documents asks for intelligent techniques for information categorization, extraction and search, as well as for adaptivity to the interests and background of the organization or person that looks for information. – The Web is a venue for doing business electronically: It is a venue for interaction, information acquisition and service exploitation used by public authorities, n- governmental organizations, communities of interest and private persons. When observed as a venue for the achievement of business goals, a Web presence should be aligned to the objectives of its owner and the requirements of its users. This raises the demand for understandingWeb usage, combining it with other sources of knowledge inside an organization, and deriving lines of action. ThebirthoftheSemanticWebatthebeginningofthedecadeledtoacoercionofthetwo threadsintwoaspects:(i)theextractionofsemanticsfromtheWebtobuildtheSemantic Web;and(ii)theexploitationofthesesemanticstobettersupportinformationacquisition and to enhance the interaction for business and non-business purposes. Semantic Web mining encompasses both aspects from the viewpoint of knowledge discovery.

Zielgruppe

Research

Autoren/Hrsg.

Berendt, Bettina

Hotho, Andreas

Stumme, Gerd

Mladenic, Dunja

Someren, Maarten van

Spiliopoulou, Myra

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Zeichen- und Zahlendarstellungen
• Mathematik | Informatik EDV | Informatik Technische Informatik Systemverwaltung & Management
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenkompression, Dokumentaustauschformate
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsvisualisierung
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Wissensbasierte Systeme, Expertensysteme
• Mathematik | Informatik EDV | Informatik EDV & Informatik Allgemein Soziale und ethische Aspekte der EDV

Inhaltsverzeichnis

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.