A Theory of Recommendations

Jean-Michel Benkert, Armin Schmutzler
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Abstract

This paper investigates the value of recommendations for disseminating economic information, with a focus on frictions resulting from preference heterogeneity. We consider Bayesian expected-payoff maximizers who receive non-strategic recommendations by other consumers. The paper provides conditions under which different consumer types accept these recommendations. Moreover, we assess the overall value of a recommendation system and the determinants of that value. Our analysis highlights the importance of disentangling objective information from subjective preferences when designing value-maximizing recommendation systems.
建议理论
本文研究了推荐对于传播经济信息的价值,重点是偏好异质性导致的摩擦。我们考虑的是贝叶斯期望报酬最大化者,他们会接受其他消费者的战略推荐。本文提供了不同类型消费者接受这些建议的条件。此外,我们还评估了推荐系统的整体价值及其决定因素。我们的分析强调了在设计价值最大化推荐系统时将客观信息与主观偏好区分开来的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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