A survey on deep learning for human mobility

M Luca, G Barlacchi, B Lepri… - ACM Computing Surveys …, 2021 - dl.acm.org
The study of human mobility is crucial due to its impact on several aspects of our society,
such as disease spreading, urban planning, well-being, pollution, and more. The …

[HTML][HTML] A deep gravity model for mobility flows generation

F Simini, G Barlacchi, M Luca, L Pappalardo - Nature communications, 2021 - nature.com
The movements of individuals within and among cities influence critical aspects of our
society, such as well-being, the spreading of epidemics, and the quality of the environment …

[HTML][HTML] Multiscale dynamic human mobility flow dataset in the US during the COVID-19 epidemic

Y Kang, S Gao, Y Liang, M Li, J Rao, J Kruse - Scientific data, 2020 - nature.com
Understanding dynamic human mobility changes and spatial interaction patterns at different
geographic scales is crucial for assessing the impacts of non-pharmaceutical interventions …

[HTML][HTML] Human migration: The big data perspective

A Sîrbu, G Andrienko, N Andrienko, C Boldrini… - International Journal of …, 2021 - Springer
How can big data help to understand the migration phenomenon? In this paper, we try to
answer this question through an analysis of various phases of migration, comparing …

Spatial heterogeneity in the urban household living conditions: A-GIS-based spatial analysis

S Roy, S Majumder, A Bose, IR Chowdhury - Annals of GIS, 2024 - Taylor & Francis
The unplanned urban expansion and extreme population pressure have caused several
bottlenecks for city dwellers, which have been reflected in the form of inter-urban spatial …

Scaling of the morphology of African cities

R Prieto-Curiel, JE Patino… - Proceedings of the …, 2023 - National Acad Sciences
A large proportion of Africa's infrastructure is yet to be built. Where and how these new
buildings are constructed matters since today's decisions will last for decades. The resulting …

Uncovering the behaviour of road accidents in urban areas

C Cabrera-Arnau, R Prieto Curiel… - Royal Society open …, 2020 - royalsocietypublishing.org
Different patterns in the incidence of road accidents are revealed when considering areas
with increased levels of urbanization. To understand these patterns, road accident data from …

Scaling of urban economic outputs: Insights both from urban population size and population mobility

W Lei, L Jiao, Z Xu, Z Zhou, G Xu - Computers, Environment and Urban …, 2021 - Elsevier
Urban scaling laws assume that the performance of a city largely relies on its urban
population size. However, two cities with the same population size may have vastly different …

[PDF][PDF] Deep learning for human mobility: a survey on data and models

M Luca, G Barlacchi, B Lepri, L Pappalardo - arXiv preprint arXiv …, 2020 - iris.cnr.it
Urban population is increasing strikingly and human mobility is becoming more complex
and bulky, affecting crucial aspects of people lives such as the spreading of viral diseases …

Mathematical models to explain the origin of urban scaling laws: a synthetic review

FL Ribeiro, D Rybski - arXiv preprint arXiv:2111.08365, 2021 - arxiv.org
The quest for a theory of cities that could offer a quantitative and systematic approach to
manage cities is at the top priority, given the challenges humanity faces due to the …