用户差异在定制中的作用:基于信息可视化内容的个性化案例研究

Sébastien Lallé, C. Conati
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引用次数: 23

摘要

尽管有大量证据表明,交互系统的个性化可以改善用户体验和满意度,但我们也知道,实现个性化的两种主要方法,即通过定制或系统驱动的适应,都有局限性。特别是,许多用户不使用自定义机制,而适应可能被认为是侵入性的和不透明的。在本文中,我们探索了一种个性化的中介方法,即为定制提供系统驱动的支持。为此,我们研究了一种定制机制,允许在系统中选择通过信息可视化显示的信息类型和数量进行决策,并研究了用户差异对该机制有效性的影响。我们的研究结果表明,对于使用定制机制的用户,定制效果受到他们的可视化素养和控制位点水平的影响。这些结果表明,根据用户的可视化素养水平和控制位点,可以通过系统驱动的定制辅助来改进定制机制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The role of user differences in customization: a case study in personalization for infovis-based content
Although there is extensive evidence that personalization of interactive systems can improve the user's experience and satisfaction, it is also known that the two main approaches to deliver personalization, namely via customization or system-driven adaptation, have limitations. In particular, many users do not use customize mechanisms, while adaptation can be perceived as intrusive and opaque. In this paper, we explore an intermediary approach to personalization, namely delivering system-driven support to customization. To this end, we study a customization mechanism allowing to choose the type and amount of information displayed by means of information visualizations in a system for decision making, and examine the impact of user differences on the effectiveness of this mechanism. Our results show that, for the users who did use the customization mechanism, customization effectiveness was impacted by their levels of visualization literacy and locus of control. These results suggest that the customization mechanism could be improved by system-driven assistance to customize depending on the user's level of visualization literacy and locus of control.
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