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How to Improve Performance in Bayesian Inference Tasks: A Comparison of Five Visualizations

机译:如何提高贝叶斯推理任务的性能:五种可视化的比较

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Bayes’ formula is a fundamental statistical method for inference judgments in uncertain situations used by both laymen and professionals. However, since people often fail in situations where Bayes’ formula can be applied, how to improve their performance in Bayesian situations is a crucial question. We based our research on a widely accepted beneficial strategy in Bayesian situations, representing the statistical information in the form of natural frequencies. In addition to this numerical format, we used five visualizations: a 2?×?2-table, a unit square, an icon array, a tree diagram, and a double-tree diagram. In an experiment with 688 undergraduate students, we empirically investigated the effectiveness of three graphical properties of visualizations: area-proportionality, use of discrete and countable statistical entities, and graphical transparency of the nested-sets structure. We found no additional beneficial effect of area proportionality. In contrast, the representation of discrete objects seems to be beneficial. Furthermore, our results show a strong facilitating effect of making the nested-sets structure of a Bayesian situation graphically transparent. Our results contribute to answering the questions of how and why a visualization could facilitate judgment and decision making in situations of uncertainty.
机译:贝叶斯公式是工业和专业人士使用的不确定情况下推理判断的基本统计方法。但是,由于人们经常在贝叶斯公式的情况下失败,因此如何提高贝叶斯局势中的表现是一个至关重要的问题。我们基于我们对贝叶斯局势广泛接受的有益策略的研究,代表了自然频率形式的统计信息。除了这种数字格式外,我们还使用了五个可视化:2?×2-Table,单位广场,图标阵列,树图和双树图。在具有688名本科生的实验中,我们经验研究了三种图形性质的有效性:面积比例,使用离散和可数统计实体的使用以及嵌套结构结构的图形透明度。我们发现面积比例效果没有额外的有益效果。相比之下,离散物体的表示似乎是有益的。此外,我们的结果表明,在图形透明的贝叶斯形势的嵌套结构的强大促进效果。我们的成果有助于回答如何以及为什么可视化可以促进在不确定性的情况下促进判断和决策的问题。

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