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Deceptive visualizations for time series datasets: an experiment on y-axis manipulation

机译:时间序列数据集的欺骗性可视化:Y轴操纵实验

摘要

The importance of understanding the power of visualizations is increasing with their growing popularity in many fields. Deceptive visualizations are visualizations that distort the message in data with or without the intentions of the designer. This study aims to investigate the impact of truncated y-axis usage, a commonly used deception method, in visualizations that represent time series data sets. The study starts with an in-depth analysis of the existing literature in the visualization field. The theoretical part provides a summary of the existing literature for deceptive visualizations, with topics such as the goals and types of visualizations, visual perception process, the design principles for visualizations, and the types of deceptive visualizations for time series data sets. In this paper, an empirical analysis of truncated y-axis usage is presented. Also, not-connected axes usage is empirically tested as a solution to prevent the deceptiveness of truncated y-axis usage. An experiment is designed to measure the perceived message from visualizations. In total, six visualizations are created for the experiment. The experiment data is collected with two online questionnaires. In total, over 200 people participated in the study.The findings suggest that truncated y-axis usage is deceptive for the visualizations that represent time series data sets. Also, not-connected axis usage does not prevent the deceptiveness of truncated y-axis usage in these charts. Moreover, the results of the experiment shows that individual differences (gender, age, and education level) do not change the deceptiveness of truncated y-axis usage.
机译:随着可视化功能在许多领域的日益普及,理解可视化功能的重要性日益提高。欺骗性可视化是在设计者的意图或不意图的情况下,扭曲数据中消息的可视化。这项研究旨在调查代表时间序列数据集的可视化中常用的欺骗方法y轴截断的影响。该研究始于对可视化领域中现有文献的深入分析。理论部分提供了有关欺骗性可视化的现有文献的摘要,主题包括可视化的目标和类型,视觉感知过程,可视化的设计原理以及时间序列数据集的欺骗性可视化的类型。在本文中,对截断的y轴用法进行了实证分析。另外,还对未连接的轴使用情况进行了经验测试,以作为一种解决方案,以防止y轴使用情况被截断。设计一个实验来测量可视化中感知到的消息。总共为实验创建了六个可视化。实验数据是通过两个在线问卷收集的。总共有200多人参加了该研究。研究结果表明,截断的y轴用法对于表示时间序列数据集的可视化效果具有欺骗性。同样,未连接的轴用法在这些图表中也不能防止对y轴截断的欺骗性。此外,实验结果表明,个体差异(性别,年龄和受教育程度)不会改变y轴截断用法的欺骗性。

著录项

  • 作者

    Biber Sila Ezgi;

  • 作者单位
  • 年度 2016
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
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