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Understanding fluctuation of users help stakeholders to provide a better support to communities. Below we present an experiment where we detect communities, their evolution and based on the data characterize users that stay, leave or join a…

社会与信息网络 · 计算机科学 2016-10-04 Zinayida Petrushyna

Understanding the usage patterns for bike-sharing systems is essential in terms of supporting and enhancing operational planning for such schemes. Studies have demonstrated how factors such as weather conditions influence the number of…

应用统计 · 统计学 2023-10-24 Andreas Piter , Philipp Otto , Hamza Alkhatib

Human mobility describes physical patterns of movement of people within a spatial system. Many of these patterns, including daily commuting, are cyclic and quantifiable. These patterns capture physical phenomena tied to processes studied in…

应用统计 · 统计学 2023-01-10 Michael J. Kane , Owais Gilani , Simon Urbanek

The recent availability of digital traces generated by phone calls and online logins has significantly increased the scientific understanding of human mobility. Until now, however, limited data resolution and coverage have hindered a…

物理与社会 · 物理学 2017-03-20 Laura Alessandretti , Piotr Sapiezynski , Sune Lehmann , Andrea Baronchelli

The rise of dockless bike-sharing systems has led to increased interest in using bike-sharing data for sustainable transportation and travel behavior research. However, these studies have rarely focused on the individual daily mobility…

计算机与社会 · 计算机科学 2024-11-25 Caigang Zhuang , Shaoying Li , Haoming Zhuang , Xiaoping Liu

Forecasting the number of trips in bike-sharing systems and its volatility over time is crucial for planning and optimizing such systems. This paper develops timeseries models to forecast hourly count timeseries data, and estimate its…

统计方法学 · 统计学 2020-11-18 Alireza Hosseini , Reza Hosseini

For past several decades, research efforts in population modelling has proven its efficacy in understanding the basic information about residential and commercial areas, as well as for the purposes of planning, development and improvement…

社会与信息网络 · 计算机科学 2016-06-29 Gautam S. Thakur , Kevin A. Sparks , Robert N. Stewart , Marie L. Urban , Budhendra L. Bhaduri

Many aspects of life are associated with places of human mobility patterns and nowadays we are facing an increase in the pervasiveness of mobile devices these individuals carry. Positioning technologies that serve these devices such as the…

机器学习 · 计算机科学 2019-09-26 Thiago Andrade , Brais Cancela , João Gama

In this chapter, we discuss urban mobility from a complexity science perspective. First, we give an overview of the datasets that enable this approach, such as mobile phone records, location-based social network traces, or GPS trajectories…

物理与社会 · 物理学 2025-06-23 Laura Alessandretti , Michael Szell

Understanding individual mobility behavior is critical for modeling urban transportation. It provides deeper insights on the generative mechanisms of human movements. Emerging data sources such as mobile phone call detail records, social…

社会与信息网络 · 计算机科学 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

Urbanization represents a huge opportunity for computer applications enabling cities to be managed more efficiently while, at the same time, improving the life quality of their citizens. One of the potential application of this kind of…

计算机与社会 · 计算机科学 2017-12-13 Christian Berzi , Andrea Gorrini , Giuseppe Vizzari

People's daily activities in the urban environment are complex and vary by individuals. Existing studies using mobile phone data revealed distinct and recurrent transitional activity patterns, known as mobility motifs, in people's daily…

社会与信息网络 · 计算机科学 2020-12-15 Junjun Yin , Guangqing Chi

Understanding human mobility is essential for applications ranging from urban planning to public health. Traditional mobility models such as flow networks and colocation matrices capture only pairwise interactions between discrete…

社会与信息网络 · 计算机科学 2025-03-25 Prathyush Sambaturu , Bernardo Gutierrez , Moritz U. G. Kraemer

In this study, we present a machine learning approach to infer the worker and student mobility flows on daily basis from static censuses. The rapid urbanization has made the estimation of the human mobility flows a critical task for…

机器学习 · 计算机科学 2018-06-12 Mehdi Katranji , Sami Kraiem , Laurent Moalic , Guilhem Sanmarty , Alexandre Caminada , Fouad Hadj Selem

Understanding urban mobility patterns and analyzing how people move around cities helps improve the overall quality of life and supports the development of more livable, efficient, and sustainable urban areas. A challenging aspect of this…

计算机与社会 · 计算机科学 2024-09-05 Prabin Bhandari , Antonios Anastasopoulos , Dieter Pfoser

Urban socioeconomic modeling has predominantly concentrated on extensive location and neighborhood-based features, relying on the localized population footprint. However, networks in urban systems are common, and many urban modeling methods…

机器学习 · 计算机科学 2025-07-08 Devashish Khulbe , Alexander Belyi , Stanislav Sobolevsky

Understanding human mobility patterns -- how people move in their everyday lives -- is an interdisciplinary research field. It is a question with roots back to the 19th century that has been dramatically revitalized with the recent increase…

物理与社会 · 物理学 2017-02-08 Minjin Lee , Petter Holme

Human Mobility has attracted attentions from different fields of studies such as epidemic modeling, traffic engineering, traffic prediction and urban planning. In this survey we review major characteristics of human mobility studies…

社会与信息网络 · 计算机科学 2013-07-04 Fereshteh Asgari , Vincent Gauthier , Monique Becker

As more people move back into densely populated cities, bike sharing is emerging as an important mode of urban mobility. In a typical bike sharing system, riders arrive at a station and take a bike if it is available. After retrieving a…

概率论 · 数学 2020-04-23 Shuang Tao , Jamol Pender

Historically, much of the research in understanding, modeling, and mining human trajectory data has focused on where an individual stays. Thus, the focus of existing research has been on where a user goes. On the other hand, the study of…

机器学习 · 计算机科学 2024-10-01 Lance Kennedy , Andreas Züfle