GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Fab: content-based, collaborative recommendation
Communications of the ACM
The Wasabi Personal Shopper: a case-based recommender system
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Product Configuration Frameworks-A Survey
IEEE Intelligent Systems
Configuring Large Systems Using Generative Constraint Satisfaction
IEEE Intelligent Systems
A classification and constraint-based framework for configuration
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Compound Critiques for Conversational Recommender Systems
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
IEEE Transactions on Knowledge and Data Engineering
Comparing Recommendation Strategies in a Commercial Context
IEEE Intelligent Systems
Evaluating preference-based search tools: a tale of two approaches
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Preference-based search using example-critiquing with suggestions
Journal of Artificial Intelligence Research
Towards a generic model of configuraton tasks
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 2
ExpertClerk: navigating shoppers' buying process with the combination of asking and proposing
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
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The composition of product bundles like tourism packages, financial services portfolios or compatible sets of for instance skin care products is a synthesis task that requires knowledgeable information system support. We present a constraint-based Web configurator capable of solving such tasks in e-commerce environments. Our contribution lies in hybridizing a knowledge-based configuration approach with collaborative methods from the domain of recommender systems in order to guide the solving process by user preferences through large product spaces. The system is implemented on the basis of a service-oriented architecture and supports a model-driven approach for knowledge acquisition and maintenance. An evaluation gives acceptable computation times for realistic problem instances.