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Understanding Individual Behaviour: From Virtual to Physical Patterns

机译:了解单个行为:从虚拟到物理模式

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As "Big Data" has become pervasive, an increasing amount of research has connected the dots between human behaviour in the offline and online worlds. Consequently, researchers have exploited these new findings to create models that better predict different aspects of human life and recommend future behaviour. To date, however, we do not yet fully understand the similarities and differences of human behaviour in these virtual and physical worlds. Here, we analyse and discuss the mobility and application usage of 400,000 individuals over eight months. We find an astonishing similarity between people's mobility in the physical space and how they move from app to app in smartphones. Our data shows that individuals use and visit a finite number of apps and places, but they keep exploring over time. In particular, two distinct profiles of individuals emerge: those that keep changing places and services, and those that are stable over time, named as "explorers" and "keepers". We see these findings as crucial to enrich a discussion for the potentials and the challenges of building human-centric AI systems, which might leverage recent results in Computational Social Science.
机译:随着“大数据”已变得普遍存在,越来越多的研究在离线和在线世界中的人类行为之间连接了点。因此,研究人员利用这些新发现来创造更好地预测人类生活的不同方面的模型,并推荐未来的行为。然而,迄今为止,我们还没有完全理解这些虚拟和物理世界中人类行为的相似性和差异。在这里,我们分析并讨论了八个月超过40万人的流动性和应用程序使用。我们在人们在物理空间中的移动性之间发现了一个惊人的相似性以及他们如何从应用程序从应用程序移动到智能手机的应用程序。我们的数据显示个人使用和访问有限数量的应用程序和地点,但它们会随着时间的推移而探索。特别是,个人的两个明显的个人曲线出现:那些不断变化的地方和服务的人,以及随着时间的推移稳定的那些,被称为“探险家”和“守护者”。我们认为这些调查结果至关重要,以丰富讨论讨论潜在的潜力和建立人为人的AI系统的挑战,这可能利用最近导致计算社会科学的结果。

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