The Role of User Profiles in Context-Aware Query Processing for the Semantic Web

Many queries processed on the World Wide Web do not return the desired results because they fail to take into account the context of the query and information about user’s situation and preferences. In this research, we propose the use of user profiles as a way to increase the accuracy of web pages returned from the Web. A methodology for creating, representing, and using user profiles is proposed. A frame-based representation captures the initial user’s profile. The user’s query history and post query analysis is intended to further update and augment the user’s profile. The effectiveness of the approach for creating and using user profiles is demonstrated by testing various queries.

[1]  Peretz Shoval,et al.  Information Filtering: Overview of Issues, Research and Systems , 2001, User Modeling and User-Adapted Interaction.

[2]  Tsvi Kuflik,et al.  Stereotype-based versus personal-based filtering rules in information filtering systems , 2003 .

[3]  James A. Hendler,et al.  The Semantic Web" in Scientific American , 2001 .

[4]  Michael A. Shepherd,et al.  Browsing and keyword-based profiles: a cautionary tale , 2001, Proceedings of the 34th Annual Hawaii International Conference on System Sciences.

[5]  A. Anastasi Individual differences. , 2020, Annual review of psychology.

[6]  Amanda Spink,et al.  Searching the Web: the public and their queries , 2001 .

[7]  Colin Cooper,et al.  Individual Differences (2nd ed) , 2002 .

[8]  Mark Claypool,et al.  Inferring User Interest , 2001, IEEE Internet Comput..

[9]  Robert R. Korfhage Query Enhancement by User Profiles , 1984, SIGIR.

[10]  Analía Amandi,et al.  A User Profiling Architecture for Textual-Based Agents , 2003, Inteligencia Artif..

[11]  Shoshana Loeb,et al.  Information filtering , 1992, CACM.

[12]  Sandeep Purao,et al.  A Heuristic-Based Methodology for Semantic Augmentation of User Queries on the Web , 2003, ER.

[13]  Stuart E. Middleton,et al.  Ontological user profiling in recommender systems , 2004, TOIS.

[14]  Thomas R. Gruber,et al.  A translation approach to portable ontology specifications , 1993, Knowl. Acquis..

[15]  Pia Borlund,et al.  The concept of relevance in IR , 2003, J. Assoc. Inf. Sci. Technol..