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[HTML][HTML] Unsupervised machine learning in urban studies: A systematic review of applications
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 …
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 …
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
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 …
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
Urban agglomeration is an important strategy used to promote economic development and
urbanization in China. Understanding the structure of urban agglomeration is therefore …
urbanization in China. Understanding the structure of urban agglomeration is therefore …
Exploring trajectory embedding via spatial-temporal propagation for dynamic region representations
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 …
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 …
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 …
activity, and public perception is vital for effective urban planning strategies and social …
User-generated content and its applications in urban studies
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 …
(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
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 …
city life, especially in the context of smart cities. This interest has become even more relevant …