Lecture Notes in Artificial Intelligence

Advances in Web Mining and Web Usage Analysis

6th International Workshop on Knowledge Discovery on the Web, WEBKDD 2004, Seattle, WA, USA, August 22-25, 2004, Revised Selected Papers

Editors: Mobasher, B., Nasraoui, O., Liu, B., Masand, B. (Eds.)

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About this book

TheWebisaliveenvironmentthatmanagesanddrivesawidespectrumofapp- cations in which a user may interact with a company, a governmental authority, a non-governmental organization or other non-pro?t institution or other users. User preferences and expectations, together with usage patterns, form the basis for personalized, user-friendly and business-optimal services. Key Web business metrics enabled by proper data capture and processing are essential to run an e?ective business or service. Enabling technologies include data mining, sc- able warehousing and preprocessing, sequence discovery, real time processing, document classi?cation, user modeling and quality evaluation models for them. Recipient technologies required for user pro?ling and usage patterns include recommendation systems, Web analytics applications, and application servers, coupled with content management systems and fraud detectors. Furthermore, the inherent and increasing heterogeneity of the Web has - quired Web-based applications to more e?ectively integrate a variety of types of data across multiple channels and from di?erent sources. The development and application of Web mining techniques in the context of Web content, Web usage, and Web structure data has already resulted in dramatic improvements in a variety of Web applications, from search engines, Web agents, and content management systems, to Web analytics and personalization services. A focus on techniques and architectures for more e?ective integration and mining of c- tent, usage,and structure data from di?erent sourcesis likely to leadto the next generation of more useful and more intelligent applications.

Table of contents (11 chapters)

  • Mining Temporally Changing Web Usage Graphs

    Desikan, Prasanna (et al.)

    Pages 1-17

  • Improving the Web Usage Analysis Process: A UML Model of the ETL Process

    Maier, Thilo

    Pages 18-36

  • Mission-Based Navigational Behaviour Modeling for Web Recommender Systems

    Zaïane, Osmar R. (et al.)

    Pages 37-55

  • Complete This Puzzle: A Connectionist Approach to Accurate Web Recommendations Based on a Committee of Predictors

    Nasraoui, Olfa (et al.)

    Pages 56-72

  • Collaborative Quality Filtering: Establishing Consensus or Recovering Ground Truth?

    Traupman, Jonathan (et al.)

    Pages 73-86

Buy this book

eBook $74.99
price for USA (gross)
  • ISBN 978-3-540-47128-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $99.00
price for USA
  • ISBN 978-3-540-47127-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Advances in Web Mining and Web Usage Analysis
Book Subtitle
6th International Workshop on Knowledge Discovery on the Web, WEBKDD 2004, Seattle, WA, USA, August 22-25, 2004, Revised Selected Papers
Editors
  • Bamshad Mobasher
  • Olfa Nasraoui
  • Bing Liu
  • Brij Masand
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
3932
Copyright
2006
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-47128-8
DOI
10.1007/11899402
Softcover ISBN
978-3-540-47127-1
Edition Number
1
Number of Pages
X, 189
Topics