GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web
User Modeling and User-Adapted Interaction
Multidimensional Recommender Systems: A Data Warehousing Approach
WELCOM '01 Proceedings of the Second International Workshop on Electronic Commerce
PTV: Intelligent Personalised TV Guides
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Service -Oriented Computing: Concepts, Characteristics and Directions
WISE '03 Proceedings of the Fourth International Conference on Web Information Systems Engineering
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Service-Oriented Computing: Key Concepts and Principles
IEEE Internet Computing
IEEE Transactions on Knowledge and Data Engineering
Comparing Recommendation Strategies in a Commercial Context
IEEE Intelligent Systems
An Integrated Environment for the Development of Knowledge-Based Recommender Applications
International Journal of Electronic Commerce
Mediation of user models for enhanced personalization in recommender systems
User Modeling and User-Adapted Interaction
A collaborative constraint-based meta-level recommender
Proceedings of the 2008 ACM conference on Recommender systems
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Collaborative Feature-Combination Recommender Exploiting Explicit and Implicit User Feedback
CEC '09 Proceedings of the 2009 IEEE Conference on Commerce and Enterprise Computing
A Generic User Modeling Component for Hybrid Recommendation Strategies
CEC '09 Proceedings of the 2009 IEEE Conference on Commerce and Enterprise Computing
Personalization in e-commerce applications
The adaptive web
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We present ISeller , an industrial-strength recommendation system for a diverse range of commercial application domains. The system supports several recommendation paradigms such as collaborative, content-based and knowledge-based filtering, as well as one-shot and conversational interaction modes out of the box. A generic user modeling component allows different forms of hybrid personalization and enables the system to support process-oriented interactive selling in various product domains. This paper contributes a detailed discussion of a domain independent and flexible recommendation system from a software architecture viewpoint and illustrates it with different usage scenarios.