Personality, movie preferences, and recommendations

J. Golbeck, Eric Norris
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引用次数: 21

Abstract

Personality is an important factor that influences people's decisions, actions, and tastes. While previous research has used surveys to establish a connection between personality and media preferences, to date there has been no research that connects these attributes to users' opinions of and use of recommender systems nor to their movie rating and viewing histories. In this paper, we present our results on the relationship between personality and users' movie preferences, and their opinions about, use of, and trust in recommender systems. Using surveys and analysis of system data for 73 Netflix users, we show correlations between personality and preferences for specific movie genres that replicate and extend previous results. Our most significant result is that the personality trait of Conscientious is consistently positively correlated with a higher opinion about the usefulness and trustworthiness of recommendations, self-reports of how frequently they were used, and ratings of recommended items. We discuss the implications these results have for evaluating and improving recommender systems.
个性、电影偏好和推荐
个性是影响人们的决定、行动和品味的重要因素。虽然之前的研究已经通过调查来建立个性和媒体偏好之间的联系,但迄今为止,还没有研究将这些属性与用户对推荐系统的意见和使用,也没有研究将这些属性与他们的电影评分和观看历史联系起来。在本文中,我们展示了我们关于个性与用户电影偏好之间关系的研究结果,以及他们对推荐系统的看法、使用和信任。通过对73名Netflix用户的系统数据进行调查和分析,我们展示了个性与特定电影类型偏好之间的相关性,这些偏好可以复制和扩展之前的结果。我们最重要的结果是,尽职尽责的人格特质始终与对推荐的有用性和可信度的较高评价、对推荐的使用频率的自我报告以及对推荐项目的评级呈正相关。我们讨论了这些结果对评估和改进推荐系统的影响。
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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