推荐系统对用户选择行为的影响

Naieme Hazrati
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引用次数: 1

摘要

到目前为止,推荐系统的研究主要集中在提高推荐的质量和精度上。然而,发现RSs对用户行为的影响也很重要。迄今为止,很少有研究分析RSs对用户行为的影响。因此,对这一重要课题的了解并不多。因此,在本博士研究中,我们关注RSs对用户行为的影响。为了研究这种影响,我们提出了一个在RSs影响下用户选择的模拟过程,然后我们测量了用户选择的指标,这些指标反映了RSs效应。此外,我们建议通过设计基于web的平台来跟踪用户在系统中的选择,并向用户提供推荐,从而进行在线实验来研究RSs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。
Recommender systems effect on user' choice behaviour
Recommender systems (RSs) research is so far focused mainly on improving recommendations' quality and precision. However, it is also important to discover the effect of RSs on users' behaviours. So far, very few researches have analysed the effect of RSs on users' behaviours. Therefore, not much knowledge about this essential topic is obtained. Hence, in this PhD researchwe focus on RSs' effect on users' behaviours. In order to investigate this effect, we propose a simulation procedure of users' choices under the influence of a RS. Then we measure metrics on users' choices that capture RSs effect. Moreover, we propose to conduct online experiments to study the effect of RSs by designing web-based platforms tracking the choices of the users in systems that offer also recommendations to the users.
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