[HTML][HTML] Unsupervised machine learning in urban studies: A systematic review of applications

J Wang, F Biljecki - Cities, 2022 - Elsevier
Unsupervised learning (UL) has a long and successful history in untangling the complexity
of cities. As the counterpart of supervised learning, it discovers patterns from intrinsic data …

[HTML][HTML] Social media data in urban design and landscape research: A Comprehensive literature review

C Yang, T Liu - Land, 2022 - mdpi.com
Social media data have been widely used in natural sciences and social sciences in the
past 5 years, benefiting from the rapid development of deep learning frameworks and Web …

Twitter mobility dynamics during the COVID-19 pandemic: A case study of London

C Zhong, R Morphet, M Yoshida - PLoS One, 2023 - journals.plos.org
The current COVID-19 pandemic has profoundly impacted people's lifestyles and travel
behaviours, which may persist post-pandemic. An effective monitoring tool that allows us to …

Analysis of urban agglomeration structure through spatial network and mobile phone data

X Liu, J Huang, J Lai, J Zhang, AM Senousi… - Transactions in …, 2021 - Wiley Online Library
Urban agglomeration is an important strategy used to promote economic development and
urbanization in China. Understanding the structure of urban agglomeration is therefore …

Exploring trajectory embedding via spatial-temporal propagation for dynamic region representations

C Liu, H Zhang, G Zhu, H Guan, S Kwong - Information Sciences, 2024 - Elsevier
In smart cities, the development of urban regions stands as a fundamental pillar in the
planning process, significantly influencing the overall urban living experience. Effective …

[HTML][HTML] From points to patterns: An explorative POI network study on urban functional distribution

X Lin, T Yang, S Law - Computers, Environment and Urban Systems, 2025 - Elsevier
In the context of rapid urbanization, urban spaces not only accommodate a growing
population but also produces complex socio-economic activities and cultural exchanges …

[HTML][HTML] A multi-modal social media data analysis framework: Exploring the complex relationships among urban environment, public activity, and public perception—A …

C Guo, Y Yang - Ecological Indicators, 2025 - Elsevier
Understanding the intricate relationships between the urban built environment, public
activity, and public perception is vital for effective urban planning strategies and social …

The smart city

M Batty - The city reader, 2020 - taylorfrancis.com
In this article, written for The City Reader in 2019, Michael Batty, director of University
College London's Centre for Advanced Spatial Analysis, describes the smart city movement …

User-generated content and its applications in urban studies

W Tu, Q Li, Y Zhang, Y Yue - Urban Informatics, 2021 - Springer
The emergence of Web 2.0 and mobile Internet produces massive user-generated content
(UGC), including geo-tagged photos, social network posts, street view images, and …

A news-based framework for uncovering and tracking city area profiles: assessment in Covid-19 setting

A Bechini, A Bondielli, JLC Bárcena… - ACM Transactions on …, 2022 - dl.acm.org
In the last years, there has been an ever-increasing interest in profiling various aspects of
city life, especially in the context of smart cities. This interest has become even more relevant …