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Many modern and growing cities are facing declines in public transport usage, with few efficient methods to explain why. In this article, we show that urban mobility patterns and transport mode choices can be derived from cellphone call…

社会与信息网络 · 计算机科学 2013-09-02 Thomas Holleczek , Liang Yu , Joseph K. Lee , Oliver Senn , Kristian Kloeckl , Carlo Ratti , Patrick Jaillet

We discuss the distribution of commuting distances and its relation to income. Using data from Denmark, the UK, and the US, we show that the commuting distance is (i) broadly distributed with a slow decaying tail that can be fitted by a…

物理与社会 · 物理学 2016-06-13 Giulia Carra , Ismir Mulalic , Mogens Fosgerau , Marc Barthelemy

Mobile networks possess information about the users as well as the network. Such information is useful for making the network end-to-end visible and intelligent. Big data analytics can efficiently analyze user and network information,…

机器学习 · 计算机科学 2018-08-01 Kashif Sultan , Hazrat Ali , Zhongshan Zhang

Humans follow circadian rhythms, visible in their activity levels as well as physiological and psychological factors. Such rhythms are also visible in electronic communication records, where the aggregated activity levels of e.g. mobile…

The analysis of pedestrian GPS datasets is fundamental to further advance on the study and the design of walkable cities. The highest resolution GPS data can characterize micro-mobility patterns and pedestrians' micro-motives in relation to…

Natural disasters affect hundreds of millions of people worldwide every year. Emergency response efforts depend upon the availability of timely information, such as information concerning the movements of affected populations. The analysis…

Circadian rhythm is the natural biological cycle manifested in human daily routines. A regular and stable rhythm is found to be correlated with good physical and mental health. With the wide adoption of mobile and wearable technology, many…

人机交互 · 计算机科学 2021-07-12 Congyu Wu , Megan McMahon , Hagen Fritz , David M. Schnyer

Non-continuous location traces inferred from Call Detail Records (CDR) at population scale are increasingly becoming available for research and show great potential for automated detection of meaningful places. Yet, a majority of Home…

计算机与社会 · 计算机科学 2018-08-21 Maarten Vanhoof , Fernando Reis , Zbigniew Smoreda , Thomas Ploetz

As cities expand, human mobility has become a central focus of urban planning and policy making to make cities more inclusive and sustainable. Initiatives such as the "15-minutes city" have been put in place to shift the attention from…

社会与信息网络 · 计算机科学 2021-06-09 Eduardo Graells-Garrido , Feliu Serra-Burriel , Francisco Rowe , Fernando M. Cucchietti , Patricio Reyes

The accurate modeling of individual movement in cities has significant implications for policy decisions across various sectors. Existing research emphasizes the universality of human mobility, positing that simple models can capture…

物理与社会 · 物理学 2024-11-04 Ludovico Napoli , Márton Karsai , Esteban Moro

Recent years have witnessed an explosion of extensive geolocated datasets related to human movement, enabling scientists to quantitatively study individual and collective mobility patterns, and to generate models that can capture and…

The availability of large-scale datasets collected via mobile phones has opened up opportunities to study human mobility at an individual level. The granular nature of these datasets calls for the design of summary statistics that can be…

物理与社会 · 物理学 2021-08-19 Rohit Sahasrabuddhe , Renaud Lambiotte , Laura Alessandretti

Nowadays, human movement in urban spaces can be traced digitally in many cases. It can be observed that movement patterns are not constant, but vary across time and space. In this work,we characterize such spatio-temporal patterns with an…

社会与信息网络 · 计算机科学 2016-02-11 Lisette Espín-Noboa , Florian Lemmerich , Philipp Singer , Markus Strohmaier

With the growth of using cell phones and the increase in diversity of smart mobile devices, a massive volume of data is generated continuously in the process of using these devices. Among these data, Call Detail Records, CDR, is highly…

机器学习 · 计算机科学 2019-12-24 Mohammad Saleh Mahdizadeh , Behnam Bahrak

Every day, billions of mobile network events (i.e. CDRs) are generated by cellular phone operator companies. Latent in this data are inspiring insights about human actions and behaviors, the discovery of which is important because…

人工智能 · 计算机科学 2018-02-13 Zolzaya Dashdorj , Stanislav Sobolevsky , Luciano Serafini , Fabrizio Antonelli , Carlo Ratti

Predicting human displacements is crucial for addressing various societal challenges, including urban design, traffic congestion, epidemic management, and migration dynamics. While predictive models like deep learning and Markov models…

计算机与社会 · 计算机科学 2024-08-07 Sebastiano Bontorin , Simone Centellegher , Riccardo Gallotti , Luca Pappalardo , Bruno Lepri , Massimiliano Luca

Commuting patterns are a central component of urban dynamics and many societal activities. Exogenous shocks, such as a pandemic, might drastically modify them inducing heterogeneous variations across socioeconomic strata. Here, we quantify…

物理与社会 · 物理学 2026-03-13 Cristiano Marinelli , Leo Ferres , Niccolò Comini , Nicolò Gozzi , Nicola Perra

Cities are typical dynamic complex systems that connect people and facilitate interactions. Revealing universal collective patterns behind spatio-temporal interactions between residents is crucial for various urban studies, of which we are…

物理与社会 · 物理学 2024-06-11 Chenxin Liu , Yu Yang , Bingsheng Chen , Tianyu Cui , Fan Shang , Jingfang Fan , Ruiqi Li

Crime has been previously explained by social characteristics of the residential population and, as stipulated by crime pattern theory, might also be linked to human movements of non-residential visitors. Yet a full empirical validation of…

计算机与社会 · 计算机科学 2020-04-20 Cristina Kadar , Stefan Feuerriegel , Anastasios Noulas , Cecilia Mascolo

Despite the rising importance of enhancing community resilience to disasters, our understanding on how communities recover from catastrophic events is limited. Here we study the population recovery dynamics of disaster affected regions by…

物理与社会 · 物理学 2019-05-07 Takahiro Yabe , Kota Tsubouchi , Naoya Fujiwara , Yoshihide Sekimoto , Satish V. Ukkusuri