Title :
Personality, movie preferences, and recommendations
Author :
Golbeck, Jennifer ; Norris, Eric
Author_Institution :
Human-Comput. Interaction Lab., Univ. of Maryland, College Park, MD, USA
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.
Keywords :
behavioural sciences computing; recommender systems; Netflix users; conscientious; media preferences; movie preferences; personality trait; recommendation systems; recommendation trustworthiness; recommendation usefulness; recommender systems; Correlation; Educational institutions; Government; History; Motion pictures; Recommender systems; Social network services;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2013 IEEE/ACM International Conference on
Conference_Location :
Niagara Falls, ON