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Discovering the Language of Data: Personal Pattern Languages and the Social Construction of Meaning from Big Data

机译:发现数据语言:个人模式语言和大数据意义的社会建构

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摘要

This paper attempts to address two issues relevant to the sense-making of Big Data. First, it presents a case study for how a large dataset can be transformed into both a visual language and, in effect, a 'text' that can be read and interpreted by human beings. The case study comes from direct observation of graduate students at the IIT Institute of Design who investigated task-switching behaviours, as documented by productivity software on a single user's laptop and a smart phone. Through a series of experiments with the resulting dataset, the team effects a transformation of that data into a catalogue of visual primitives - a kind of iconic alphabet - that allow others to 'read' the data as a corpus and, more provocatively, suggest the formation of a personal pattern language. Second, this paper offers a model for human-technical collaboration in the sense-making of data, as demonstrated by this and other teams in the class. Current sense-making models tend to be data-and technology-centric, and increasingly presume data visualization as a primary point of entry of humans into Big Data systems. This alternative model proposes that meaningful interpretation of data emerges from a more elaborate interplay between algorithms, data and human beings.
机译:本文试图解决与大数据感知相关的两个问题。首先,它提供了一个案例研究,说明如何将大型数据集转换为视觉语言以及实际上是人类可以读取和解释的“文本”。案例研究来自IIT设计学院的研究生的直接观察,他们研究了任务切换行为,如单用户笔记本电脑和智能手机上的生产力软件所记录的那样。通过对所得数据集进行的一系列实验,该团队将数据转换为视觉原语目录(一种标志性字母),使其他人可以将其作为语料库“读取”,并且更具挑衅性地建议形成个人模式语言。其次,本文提供了一个在数据意义上进行人与技术合作的模型,正如本班级和班上其他团队所证明的那样。当前的感知模型倾向于以数据和技术为中心,并且越来越多地假定数据可视化是人类进入大数据系统的主要切入点。这种替代模型提出,有意义的数据解释源于算法,数据和人类之间更复杂的相互作用。

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