Data-driven human mobility modeling: a survey and engineering guidance for mobile networking

A Hess, KA Hummel, WN Gansterer… - ACM Computing Surveys …, 2015 - dl.acm.org
Over the last decades, modeling of user mobility has become increasingly important in
mobile networking research and development. This has led to the adoption of modeling …

Smooth: a simple way to model human mobility

A Munjal, T Camp, WC Navidi - … of the 14th ACM international conference …, 2011 - dl.acm.org
In addition to being realistic, a mobility model should be easy to understand and use.
Unfortunately, most of the simple mobility models proposed thus far are not realistic and …

A taxonomy and survey of microscopic mobility models from the mobile networking domain

J Treurniet - ACM Computing Surveys (CSUR), 2014 - dl.acm.org
A mobility model is used to generate the trajectories of mobile nodes in simulations when
developing new algorithms for mobile networks. A model must realistically reflect the …

Urban human mobility: Data-driven modeling and prediction

J Wang, X Kong, F Xia, L Sun - ACM SIGKDD explorations newsletter, 2019 - dl.acm.org
Human mobility is a multidisciplinary field of physics and computer science and has drawn a
lot of attentions in recent years. Some representative models and prediction approaches …

A survey of human mobility models

G Solmaz, D Turgut - IEEE Access, 2019 - ieeexplore.ieee.org
Human mobility models are key components of various research fields including
transportation, mobile networks, disaster management, urban planning, and epidemic …

Analyzing large-scale human mobility data: a survey of machine learning methods and applications

E Toch, B Lerner, E Ben-Zion, I Ben-Gal - Knowledge and Information …, 2019 - Springer
Human mobility patterns reflect many aspects of life, from the global spread of infectious
diseases to urban planning and daily commute patterns. In recent years, the prevalence of …

Where are you going next? A practical multi-dimensional look at mobility prediction

B Alipour, L Tonetto, R Ketabi, A Yi Ding, J Ott… - Proceedings of the …, 2019 - dl.acm.org
Understanding and predicting mobility are essential for the design and evaluation of future
mobile edge caching and networking. Consequently, research on human mobility prediction …

User mobility from the view of cellular data networks

Y Zhang - IEEE INFOCOM 2014-IEEE Conference on Computer …, 2014 - ieeexplore.ieee.org
Understanding the user mobility is essential to resource optimization and algorithm
evaluation in mobile networks, such as network planning, content distribution, and …

Trace-based mobility modeling for multi-hop wireless networks

N Aschenbruck, A Munjal, T Camp - Computer Communications, 2011 - Elsevier
Realistic and scenario-dependent mobility modeling is crucial for the reliable performance
evaluation of multi-hop networks. In the last decade, a significant number of synthetic …

Extracting a mobility model from real user traces

M Kim, D Kotz, S Kim - 2006 - digitalcommons.dartmouth.edu
Understanding user mobility is critical for simulations of mobile devices in a wireless
network, but current mobility models often do not reflect real user movements. In this paper …