2010 · 26 citations · 23 references
EngineeringUser Interface DesignSocial SciencesPersonalized User InterfacesInformation RetrievalSystems EngineeringConfiguration ProcessConfiguration ProcessesDesignConfiguration TechnologiesUser ExperienceConfiguration ManagementE-service PersonalizationCold-start ProblemMarketingIndustrial DesignGroup RecommendersService CustomizationHuman-computer InteractionCollaborative Filtering
Configuration technologies are well established as a foundation of mass customization which is a production paradigm that supports the manufacturing of highly-variant products under pricing conditions similar to mass production. A side-effect of the high diversity of products offered by a configurator is that the complexity of the alternatives may outstrip a user's capability to explore them and make a buying decision. In order to improve the quality of configuration processes, we combine knowledge-based configuration with collaborative and content-based recommendation algorithms. In this paper we present configuration techniques that recommend personalized default values to users. Results of an empirical study show improvements in terms of, for example, user satisfaction or the quality of the configuration process.
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Daniel Kahneman, Amos Tversky · American Psychologist · 1984 · 6.4K citations
Hybrid Recommender Systems: Survey and Experiments
Robin Burke · User Modeling and User-Adapted Interaction · 2002 · 3.7K citations
A theory of diagnosis from first principles
Raymond Reiter · Artificial Intelligence · 1987 · 2.9K citations
Cognitive Science, First Principles, Differential Diagnosis +9