User Modeling, Adaptation, and Personalization, 18th International Conference, UMAP 2010, Big Island, HI, USA, June 20-24, 2010. Proceedings

User Modeling, Adaptation, and Personalization, 18th International Conference, UMAP 2010, Big Island, HI, USA, June 20-24, 2010. Proceedings
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用户建模、适应和个性化,第 18 届国际会议,UMAP 2010,美国夏威夷大岛,2010 年 6 月 20-24 日。会议记录

DOI:
10.1007/978-3-642-13470-8
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发表时间:
2010
影响因子:
3.6
通讯作者:
David N. Chin
David N. Chin
中科院分区:
计算机科学3区
文献类型:
--
作者:
P. D. Bra;A. Kobsa;David N. Chin

文献摘要

被引文献

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在基于Web的自适应系统中,通常向所有用户提供相同的评分表,以表达他们对各种项目的偏好。从我们最近进行的一项用户实验中发现,不同的用户在给定他们正在评估的特定主题的情况下,对于在自适应系统的界面中使用的评级尺度显示出不同的偏好。从这一发现出发,我们建议允许用户选择他们喜欢的评分标准。这种方法提出了各种问题;最重要的是自适应算法如何正确处理来自不同评级等级的值。我们进行了一项实验,以调查用户如何在不同的评分标准上对同一对象进行评分。基于我们对这些结果的解释,作为一个可能的解决方法的例子,我们提出了一个三阶段归一化过程,用于将以不同评级等级表达的偏好映射到唯一的系统表示上。
In web-based adaptive systems, the same rating scales are usually provided to all users for expressing their preferences with respect to various items. It emerged from a user experiment that we recently carried out that different users show different preferences with respect to the rating scales to use in the interface of adaptive systems, given the particular topic they are evaluating. Starting from this finding, we propose to allow users to choose the kind of rating scale they prefer. This approach raises various issues; the most important is that of how an adaptation algorithm can properly deal with values coming from heterogeneous rating scales. We conducted an experiment to investigate how users rate the same object on different rating scales. On the basis of our interpretation of these results, as an example of one possible solution approach, we propose a three-phase normalization process for mapping preferences expressed with different rating scales onto a unique system representation.