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

Bamshad Mobasher

ISBN 10: 3540471278 / ISBN 13: 9783540471271

Editore: Springer Berlin Heidelberg, 2006

Riguardo questo articolo

Druck auf Anfrage Neuware - Printed after ordering - 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.

Codice articolo 9783540471271

Dati bibliografici

• Titolo: 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
• Editore: Springer Berlin Heidelberg
• Data di pubblicazione: 2006
• Lingua: Inglese
• ISBN 10: 3540471278
• ISBN 13: 9783540471271
• Rilegatura: Taschenbuch
• Condizione: Neu
• Dimensioni: 235 L x 155 A x 12 P (millimetri) 235 millimetri di larghezza per 155 millimetri di altezza per 12 millimetri di profondità
• Peso: 318 grammi

Descrizione articolo

Riassunto

This book constitutes the thoroughly refereed post-proceedings of the 6th International Workshop on Mining Web Data, WEBKDD 2004, held in Seattle, WA, USA in August 2004 in conjunction with the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2004. The 11 revised full papers presented together with a detailed preface went through two rounds of reviewing and improvement and were carefully selected for inclusion in the book.

Contenuti

Web Usage Analysis and User Modeling.- Mining Temporally Changing Web Usage Graphs.- Improving the Web Usage Analysis Process: A UML Model of the ETL Process.- Web Personalization and Recommender Systems.- Mission-Based Navigational Behaviour Modeling for Web Recommender Systems.- Complete This Puzzle: A Connectionist Approach to Accurate Web Recommendations Based on a Committee of Predictors.- Collaborative Quality Filtering: Establishing Consensus or Recovering Ground Truth?.- Search Personalization.- Spying Out Accurate User Preferences for Search Engine Adaptation.- Using Hyperlink Features to Personalize Web Search.- Semantic Web Mining.- Discovering Links Between Lexical and Surface Features in Questions and Answers.- Integrating Web Conceptual Modeling and Web Usage Mining.- Boosting for Text Classification with Semantic Features.- Markov Blankets and Meta-heuristics Search: Sentiment Extraction from Unstructured Texts.