ACM Transactions on Interactive Intelligent Systems · 2013 · 118 citations · 72 references
ComputingComputer ScienceInformation SystemsDecision MakingHuman-computer InteractionRecommender SystemsContext-aware RecommendationEvaluation Of Recommender SystemsHuman FactorsRecommendation EvaluationRecommendation SystemsUser ModelingHuman-ai Decision MakingHuman-ai Decision SupportHuman-automation Decision MakingKnowledge-based Recommendation SystemsUser Preference Modeling
Recommender systems have already proved to be valuable for coping with the information overload problem in several application domains. They provide people with suggestions for items which are likely to be of interest for them; hence, a primary function of recommender systems is to help people make good choices and decisions. However, most previous research has focused on recommendation techniques and algorithms, and less attention has been devoted to the decision making processes adopted by the users and possibly supported by the system. There is still a gap between the importance that the community gives to the assessment of recommendation algorithms and the current range of ongoing research activities concerning human decision making. Different decision-psychological phenomena can influence the decision making of users of recommender systems, and research along these lines is becoming increasingly important and popular. This special issue highlights how the coupling of recommendation algorithms with the understanding of human choice and decision making theory has the potential to benefit research and practice on recommender systems and to enable users to achieve a good balance between decision accuracy and decision effort.
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Prospect Theory: An Analysis of Decision under Risk
Daniel Kahneman, Amos Tversky · Econometrica · 1979 · 47K citations
A BEHAVIORAL MODEL OF RATIONAL CHOICE
Herbert A. Simon · The Quarterly Journal of Economics · 1955 · 15.3K citations
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Choice Reviews Online · 2008 · 11.8K citations