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应用程序使用和人类移动性的策略和限制。

Strategies and limitations in app usage and human mobility.

机构信息

Vodafone Research, Paddington Central, London, W2 6BY, UK.

Mobs Lab, Fondazione Bruno Kessler, Via Sommarive 18, 38123, Povo, TN, Italy.

出版信息

Sci Rep. 2019 Jul 29;9(1):10935. doi: 10.1038/s41598-019-47493-x.

DOI:10.1038/s41598-019-47493-x
PMID:31358830
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6662905/
Abstract

Cognition has been found to constrain several aspects of human behaviour, such as the number of friends and the number of favourite places a person keeps stable over time. This limitation has been empirically defined in the physical and social spaces. But do people exhibit similar constraints in the digital space? We address this question through the analysis of pseudonymised mobility and mobile application (app) usage data of 400,000 individuals in a European country for six months. Despite the enormous heterogeneity of apps usage, we find that individuals exhibit a conserved capacity that limits the number of applications they regularly use. Moreover, we find that this capacity steadily decreases with age, as does the capacity in the physical space but with more complex dynamics. Even though people might have the same capacity, applications get added and removed over time. In this respect, we identify two profiles of individuals: app keepers and explorers, which differ in their stable (keepers) vs exploratory (explorers) behaviour regarding their use of mobile applications. Finally, we show that the capacity of applications predicts mobility capacity and vice-versa. By contrast, the behaviour of keepers and explorers may considerably vary across the two domains. Our empirical findings provide an intriguing picture linking human behaviour in the physical and digital worlds which bridges research studies from Computer Science, Social Physics and Computational Social Sciences.

摘要

认知被发现限制了人类行为的多个方面,例如一个人在一段时间内保持稳定的朋友数量和最喜欢的地方数量。这种限制已经在物理和社会空间中得到了经验上的定义。但是人们在数字空间中是否也表现出类似的限制呢?我们通过分析一个欧洲国家 40 万人的六个月的匿名化移动性和移动应用程序(app)使用数据来回答这个问题。尽管 app 使用的巨大异质性,我们发现个人表现出一种保守的能力,限制了他们经常使用的应用程序的数量。此外,我们发现这种能力随着年龄的增长而稳步下降,与物理空间中的能力一样,但具有更复杂的动态。尽管人们可能具有相同的能力,但随着时间的推移,应用程序会被添加和删除。在这方面,我们确定了两种个人的特征:应用程序保留者和探索者,它们在移动应用程序的使用方面表现出稳定的(保留者)和探索性的(探索者)行为。最后,我们表明应用程序的能力可以预测移动性的能力,反之亦然。相比之下,保留者和探索者的行为在这两个领域可能会有很大的差异。我们的实证发现提供了一个有趣的画面,将物理和数字世界中的人类行为联系起来,将计算机科学、社会物理学和计算社会科学的研究联系起来。

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PLoS One. 2020 Mar 13;15(3):e0229129. doi: 10.1371/journal.pone.0229129. eCollection 2020.
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Evidence for a conserved quantity in human mobility.人类流动性中的守恒量证据。
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Sequences of purchases in credit card data reveal lifestyles in urban populations.信用卡数据中的购买序列揭示了城市人口的生活方式。
PLoS One. 2020 Mar 13;15(3):e0229129. doi: 10.1371/journal.pone.0229129. eCollection 2020.
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The social physics collective.社会物理学集体
Sci Rep. 2019 Nov 12;9(1):16549. doi: 10.1038/s41598-019-53300-4.
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Coherency Maximizing Exploration in the Supermarket.超市中的一致性最大化探索
Nat Hum Behav. 2017 Jan 9;1. doi: 10.1038/s41562-016-0017.
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Do online social media cut through the constraints that limit the size of offline social networks?在线社交媒体是否突破了限制线下社交网络规模的约束?
R Soc Open Sci. 2016 Jan 20;3(1):150292. doi: 10.1098/rsos.150292. eCollection 2016 Jan.
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Returners and explorers dichotomy in human mobility.人类流动性中的回归者与探索者二分法。
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Money Walks: Implicit Mobility Behavior and Financial Well-Being.金钱流动:隐性流动行为与财务状况。
PLoS One. 2015 Aug 28;10(8):e0136628. doi: 10.1371/journal.pone.0136628. eCollection 2015.
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Social network size in humans.人类的社交网络规模。
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How Has the Internet Reshaped Human Cognition?互联网如何重塑了人类认知?
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