从巧合到有目的的心流?先验信息级联的性质

Markus Luczak-Rösch, Ramine Tinati, M. V. Kleek, N. Shadbolt
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引用次数: 11

摘要

在本文中,我们研究了一种构建信息共现级联的方法,该方法适用于在缺乏丰富上下文特征的情况下跟踪信息中的紧急结构。我们的方法仅依赖于内容共享活动的时间顺序和共享内容本身的内在属性。我们应用这种方法来分析活跃的在线公民科学项目“行星猎人”(Planet Hunters)的信息传播模式,该项目是Zooniverse平台的一部分。我们的研究结果有助于深入了解不同类型标识符的结构和信息属性,这些标识符可以用于和组合构建级联。特别是,当使用hashtag作为级联标识符时,与其他内容特征相比,信息级联的结构属性存在显著差异。我们还从信息陈旧和级联发散的角度解释了级联中明显的局部信息损失;例如,当一个级联分支成多个,合并容量等于原始容量的发散级联。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
From coincidence to purposeful flow? Properties of transcendental information cascades
In this paper, we investigate a method for constructing cascades of information co-occurrence, which is suitable to trace emergent structures in information in scenarios where rich contextual features are unavailable. Our method relies only on the temporal order of content-sharing activities, and intrinsic properties of the shared content itself. We apply this method to analyse information dissemination patterns across the active online citizen science project Planet Hunters, a part of the Zooniverse platform. Our results lend insight into both structural and informational properties of different types of identifiers that can be used and combined to construct cascades. In particular, significant differences are found in the structural properties of information cascades when hashtags as used as cascade identifiers, compared with other content features. We also explain apparent local information losses in cascades in terms of information obsolescence and cascade divergence; e.g., when a cascade branches into multiple, divergent cascades with combined capacity equal to the original.
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