Human mobility data in the COVID-19 pandemic: characteristics, applications, and challenges

T Hu, S Wang, B She, M Zhang, X Huang… - … Journal of Digital …, 2021 - Taylor & Francis
The COVID-19 pandemic poses unprecedented challenges around the world. Many studies
have applied mobility data to explore spatiotemporal trends over time, investigate …

State-of-the-art deep learning: Evolving machine intelligence toward tomorrow's intelligent network traffic control systems

ZM Fadlullah, F Tang, B Mao, N Kato… - … Surveys & Tutorials, 2017 - ieeexplore.ieee.org
Currently, the network traffic control systems are mainly composed of the Internet core and
wired/wireless heterogeneous backbone networks. Recently, these packet-switched …

Social sensing: A new approach to understanding our socioeconomic environments

Y Liu, X Liu, S Gao, L Gong, C Kang, Y Zhi… - Annals of the …, 2015 - Taylor & Francis
The emergence of big data brings new opportunities for us to understand our socioeconomic
environments. We use the term social sensing for such individual-level big geospatial data …

Discovering regions of different functions in a city using human mobility and POIs

J Yuan, Y Zheng, X ** urban land use by using landsat images and open social data
T Hu, J Yang, X Li, P Gong - Remote sensing, 2016 - mdpi.com
High-resolution urban land use maps have important applications in urban planning and
management, but the availability of these maps is low in countries such as China. To …

Discovering urban functional zones using latent activity trajectories

NJ Yuan, Y Zheng, X **e, Y Wang… - … on Knowledge and …, 2014 - ieeexplore.ieee.org
The step of urbanization and modern civilization fosters different functional zones in a city,
such as residential areas, business districts, and educational areas. In a metropolis, people …

Revealing travel patterns and city structure with taxi trip data

X Liu, L Gong, Y Gong, Y Liu - Journal of transport Geography, 2015 - Elsevier
Delineating travel patterns and city structure has long been a core research topic in transport
geography. Different from the physical structure, the city structure beneath the complex travel …

Beyond Word2vec: An approach for urban functional region extraction and identification by combining Place2vec and POIs

W Zhai, X Bai, Y Shi, Y Han, ZR Peng, C Gu - Computers, environment and …, 2019 - Elsevier
The actual functions of a region may not reflect the intent of the original zoning scheme from
planners. To identify the actual urban functional regions, numerous methods have been …

Urban land uses and traffic 'source-sink areas': Evidence from GPS-enabled taxi data in Shanghai

Y Liu, F Wang, Y **ao, S Gao - Landscape and Urban Planning, 2012 - Elsevier
Most of the existing literature focuses on estimating traffic or explaining trip lengths from land
use. This research attempts to reveal intraurban land use variations from traffic patterns …

Social sensing from street-level imagery: A case study in learning spatio-temporal urban mobility patterns

F Zhang, L Wu, D Zhu, Y Liu - ISPRS journal of photogrammetry and …, 2019 - Elsevier
Street-level imagery has covered the comprehensive landscape of urban areas. Compared
to satellite imagery, this new source of image data has the advantage in fine-grained …