Conflating point of interest (POI) data: A systematic review of matching methods
Point of interest (POI) data provide digital representations of places in the real world, and
have been increasingly used to understand human-place interactions, support urban …
have been increasingly used to understand human-place interactions, support urban …
Collecting, analyzing, and visualizing location-based social media data: review of methods in GIS-social media analysis
MK McKitrick, N Schuurman, VA Crooks - GeoJournal, 2023 - Springer
With billions of active users, social media platforms now generate spatial data on a massive
scale, which presents researchers with opportunities to use this data in new and innovative …
scale, which presents researchers with opportunities to use this data in new and innovative …
Nonlinear and synergistic effects of TOD on urban vibrancy: Applying local explanations for gradient boosting decision tree
Urban vibrancy can facilitate human activities and social interactions, attract capital and
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
talent, enhance competitiveness and creativity, maintain resilience, and finally achieve a …
Deep learning-based remote and social sensing data fusion for urban region function recognition
Urban region function recognition is key to rational urban planning and management. Due to
the complex socioeconomic nature of functional land use, recognizing urban region function …
the complex socioeconomic nature of functional land use, recognizing urban region function …
Exploring the spatiotemporal patterns and correlates of urban vitality: Temporal and spatial heterogeneity
Urban vitality has long been a focus of urban planners and designers. This study portrays
the spatiotemporal patterns of urban vitality in Chengdu, China, on weekdays and weekends …
the spatiotemporal patterns of urban vitality in Chengdu, China, on weekdays and weekends …
Sensing urban soundscapes from street view imagery
A healthy acoustic environment is an essential component of sustainable cities. Various
noise monitoring and simulation techniques have been developed to measure and evaluate …
noise monitoring and simulation techniques have been developed to measure and evaluate …
Multidimensional urban vitality on streets: Spatial patterns and influence factor identification using multisource urban data
Urban vitality is a key indicator for measuring urban development. This topic has been
trending in urban planning and sustainable development, and significant progress has been …
trending in urban planning and sustainable development, and significant progress has been …
Learning urban region representations with POIs and hierarchical graph infomax
We present the hierarchical graph infomax (HGI) approach for learning urban region
representations (vector embeddings) with points-of-interest (POIs) in a fully unsupervised …
representations (vector embeddings) with points-of-interest (POIs) in a fully unsupervised …
Investigating the spatiotemporal pattern of urban vibrancy and its determinants: Spatial big data analyses in Beijing, China
X Wang, Y Zhang, D Yu, J Qi, S Li - Land Use Policy, 2022 - Elsevier
Investigating urban vibrancy and factors that impact urban vibrancy aids the understanding
of urban land use policies, provides solid foundation for scientific urban planning. The boom …
of urban land use policies, provides solid foundation for scientific urban planning. The boom …
Investigating the spatiotemporal pattern between the built environment and urban vibrancy using big data in Shenzhen, China
Promoting urban vibrancy is one of the major objectives of urban planners and government
officials, and it is linked to various benefits, such as urban prosperity and human well-being …
officials, and it is linked to various benefits, such as urban prosperity and human well-being …