两步,以用户为中心的个性化旅游推荐方法

V. Orso, A. Varotto, Stefano Rodaro, A. Spagnolli, Giulio Jacucci, S. Andolina, Jukka Leino, L. Gamberini
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引用次数: 3

摘要

地理定位的移动应用程序可以简化游客的访问,让用户更容易、更迅速地发现相关的兴趣点。同时,这样的解决方案必须避免创建不合适的或僵化的用户配置文件,这些配置文件使用户的选择变得贫乏,而不是改进它们。目前,推荐系统中的用户概况依赖于维度,这些维度与用户的相关性通常是假设的,而不是经验定义的。为了避免这个缺点,我们分两步构建我们的推荐系统,其中概要文件参数被初步评估,并且与推荐本身分开。我们描述了这两步评估过程,包括初步调查(N = 206)和随后的对照研究(N = 24)。最后,我们强调了该方法的好处和可推广性
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A two-step, user-centered approach to personalized tourist recommendations
Geo-localized, mobile applications can simplify a tourist visit, making the relevant Point of Interests more easily and promptly discernible to users. At the same time, such solutions must avoid creating unfitting or rigid user profiles that impoverish the users' options instead of refining them. Currently, user profiles in recommender systems rely on dimensions whose relevance to the user is more often presumed than empirically defined. To avoid this drawback, we build our recommendation system in a two-step process, where profile parameters are evaluated preliminarily and separately from the recommendations themselves. We describe this two-step evaluation process including an initial survey (N = 206), and a subsequent controlled study (N = 24). We conclude by emphasizing the benefit and generalizability of the approach
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