评价中的还原论与整体论

M. Correll, E. Alexander, Danielle Albers, Alper Sarikaya, Michael Gleicher
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引用次数: 8

摘要

在这篇立场论文中,我们列举了两种评估可视化的方法,这两种方法与科学中知识形成的两种方法有关:还原论,它认为对复杂现象的理解是基于对更简单成分的理解;整体论认为,复杂现象的特征不仅仅是它们各部分的总和,必须被理解为完整的、不可约的单位。虽然我们相信每种方法对评估可视化都有好处,但我们声称严格遵守一种观点或另一种观点会使生成可视化工具和技术的完整评估图像变得困难。我们主张在这些观点之间和之间移动,以产生既有基础(即其组成部分的工作)又有验证(即整体正确运行)的知识。最后,我们列举了一些技术的例子,我们认为这些技术代表了我们自己工作中的这类运动,突出了我们在更大的背景下“建立”还原论技术的领域,以及“分解”整体技术以创造可概括的知识的领域。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Navigating reductionism and holism in evaluation
In this position paper, we enumerate two approaches to the evaluation of visualizations which are associated with two approaches to knowledge formation in science: reductionism, which holds that the understanding of complex phenomena is based on the understanding of simpler components; and holism, which states that complex phenomena have characteristics more than the sum of their parts and must be understood as complete, irreducible units. While we believe that each approach has benefits for evaluating visualizations, we claim that strict adherence to one perspective or the other can make it difficult to generate a full evaluative picture of visualization tools and techniques. We argue for movement between and among these perspectives in order to generate knowledge that is both grounded (i.e. its constituent parts work) and validated (i.e. the whole operates correctly). We conclude with examples of techniques which we believe represent movements of this sort from our own work, highlighting areas where we have both "built up" reductionist techniques into larger contexts, and "broken down" holistic techniques to create generalizable knowledge.
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