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Intelligent Techniques for Web Personalization - IJCAI 2003 Workshop, ITWP 2003, Acapulco, Mexico, August 11, 2003, Revised Selected Papers (Paperback, 2005 ed.)
Loot Price: R1,641
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Intelligent Techniques for Web Personalization - IJCAI 2003 Workshop, ITWP 2003, Acapulco, Mexico, August 11, 2003, Revised Selected Papers (Paperback, 2005 ed.)
Series: Lecture Notes in Artificial Intelligence, 3169
Expected to ship within 10 - 15 working days
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Web personalizationcan be de?ned as any set of actions that can
tailor the Web experience to a particular user or set of users. The
experience can be something as casualas browsinga Web site oras
(economically)signi?cantas tradingstock or purchasing a car. The
actions can range from simply making the presentation more pleasing
to anticipating the needs of a user and providing customized and
relevant information. To achieve e?ective personalization,
organizations must rely on all available data, including the usage
and click-stream data (re?e- ing user behavior), the site content,
the site structure, domain knowledge, user demographics and
pro?les. In addition, e?cient and intelligent techniques are needed
to mine these data for actionable knowledge, and to e?ectively use
the discovered knowledge to enhance the users' Web experience.
These techniques must address important challenges emanating from
the size and the heteroge- ity of the data, and the dynamic nature
of user interactions with the Web. E-commerce and Web information
systems are rich sources of di?cult pr- lems and challenges for AI
researchers. These challenges include the scalability of the
personalization solutions, data integration, and successful
integration of techniques from machine learning, information
retrievaland ?ltering, databases, agent architectures, knowledge
representation, data mining, text mining, stat- tics, user
modelling and human-computer interaction. Throughout the history of
the Web, AI has continued to play an essential role in the
development of Web-based information systems, and now it is
believed that personalization will prove to be the "killer-app" for
AI.
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