AI Magazine · 2011 · 72 citations · 23 references
ComputingInformation SystemsInformation TechnologyDecision Support SystemsKnowledge RepresentationRecommender SystemsKnowledge-based RecommendationPersonalizationProduct ConfigurationRecommendation SystemsConfiguration Knowledge RepresentationConfiguratorsDecision-support ToolsKnowledge-based ConfigurationKnowledge-based Recommendation SystemsProduct Configuration Knowledge BasesProduct ConfiguratorsProduct Recommendation Systems
State‐of‐the‐art recommender systems support users in the selection of items from a predefined assortment (for example, movies, books, and songs). In contrast to an explicit definition of each individual item, configurable products such as computers, financial service portfolios, and cars are represented in the form of a configuration knowledge base that describes the properties of allowed instances. Although the knowledge representation used is different compared to nonconfigurable products, the decision support requirements remain the same: users have to be supported in finding a solution that fits their wishes and needs. In this article we show how recommendation technologies can be applied for supporting the configuration of products. In addition to existing approaches we discuss relevant issues for future research.
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A theory of diagnosis from first principles
Raymond Reiter · Artificial Intelligence · 1987 · 2.9K citations
Knowledge-based recommender systems
Robin Burke · 2000 · 756 citations