Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Evaluation of an inference network-based retrieval model
ACM Transactions on Information Systems (TOIS) - Special issue on research and development in information retrieval
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Latent semantic indexing: a probabilistic analysis
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Inferring Web communities from link topology
Proceedings of the ninth ACM conference on Hypertext and hypermedia : links, objects, time and space---structure in hypermedia systems: links, objects, time and space---structure in hypermedia systems
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Adaptive Web sites: automatically synthesizing Web pages
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Link-based and content-based evidential information in a belief network model
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A general probabilistic framework for clustering individuals and objects
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STOC '01 Proceedings of the thirty-third annual ACM symposium on Theory of computing
Communications of the ACM
Modern Information Retrieval
Communications of the ACM
Personalized web search by mapping user queries to categories
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Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Relational Markov models and their application to adaptive web navigation
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Network dynamics: the world wide web
Network dynamics: the world wide web
Technical paper recommendation: a study in combining multiple information sources
Journal of Artificial Intelligence Research
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Accurately interpreting clickthrough data as implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluating the accuracy of implicit feedback from clicks and query reformulations in Web search
ACM Transactions on Information Systems (TOIS)
International Journal of Web and Grid Services
An investigation on a community's web search variability
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
User language model for collaborative personalized search
ACM Transactions on Information Systems (TOIS)
Discovering and using groups to improve personalized search
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Cost and benefit analysis of mediated enterprise search
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Learning to Disambiguate Search Queries from Short Sessions
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
A capture-recapture sampling standardization for improving Internet meta-search
Computer Standards & Interfaces
Personalized search on the world wide web
The adaptive web
Extraction, characterization and utility of prototypical communication groups in the blogosphere
ACM Transactions on Information Systems (TOIS)
Implicit: a multi-agent recommendation system for web search
Autonomous Agents and Multi-Agent Systems
The compass filter: search engine result personalization using web communities
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Disambiguating search by leveraging a social context based on the stream of user's activity
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Towards a formal concept analysis approach to exploring communities on the world wide web
ICFCA'05 Proceedings of the Third international conference on Formal Concept Analysis
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Enhancing personalized search by mining and modeling task behavior
Proceedings of the 22nd international conference on World Wide Web
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Current search technologies work in a "one size fits all" fashion. Therefore, the answer to a query is independent of specific user information need. In this paper we describe a novel ranking technique for personalized search servicesthat combines content-based and community-based evidences. The community-based information is used in order to provide context for queries andis influenced by the current interaction of the user with the service. Ouralgorithm is evaluated using data derived from an actual service available on the Web an online bookstore. We show that the quality of content-based ranking strategies can be improved by the use of communityinformation as another evidential source of relevance. In our experiments the improvements reach up to 48% in terms of average precision.