The location of retail stores and street centrality in Guangzhou, China

G Lin, X Chen, Y Liang - Applied geography, 2018 - Elsevier
Transportation networks have a profound influence on the location of retail stores, but there
has been little research on the relationship between the location of retail stores and street …

Uncovering the association between traffic crashes and street-level built-environment features using street view images

S Hu, H Xing, W Luo, L Wu, Y Xu… - International Journal …, 2023 - Taylor & Francis
Investigating the relationship between built environment factors and roadway safety is
crucial for preventing road traffic accidents. Although studies have analyzed traffic-related …

Spatial distribution characteristics of healthcare facilities in Nanjing: Network point pattern analysis and correlation analysis

J Ni, T Qian, C Xi, Y Rui, J Wang - International journal of environmental …, 2016 - mdpi.com
The spatial distribution of urban service facilities is largely constrained by the road network.
In this study, network point pattern analysis and correlation analysis were used to analyze …

How transport shapes the landscape of large-format food retail trade? Retail geography in Poland–An interactive measure

M Borowska-Stefańska, M Kowalski, P Kurzyk… - Applied …, 2022 - Elsevier
What does the landscape of the large-format food retail industry look like? Is there a uniform
pattern in the distribution of large-format food retail facilities? What is the role of the road …

Network-constrained spatio-temporal clustering analysis of traffic collisions in Jianghan District of Wuhan, China

Y Fan, X Zhu, B She, W Guo, T Guo - PLoS one, 2018 - journals.plos.org
The analysis of traffic collisions is essential for urban safety and the sustainable
development of the urban environment. Reducing the road traffic injuries and the financial …

Network constrained spatio-temporal hotspot mapping of crimes in Faisalabad

S Khalid, F Shoaib, T Qian, Y Rui, AI Bari… - Applied Spatial Analysis …, 2018 - Springer
Abstract The Network Kernel Density Estimation (NetKDE) is a useful tool for visualization of
point events over a network space, but it lacks in expressing the statistical significance of the …

Spatial distribution pattern of the customer count and satisfaction of commercial facilities based on social network review data in Beijing, China

T Wang, Y Wang, X Zhao, X Fu - Computers, Environment and Urban …, 2018 - Elsevier
In cities, commercial facilities play a very important role in economic growth and urban
development. Current studies often discuss the spatial distribution of commercial facilities …

Fast augmentation algorithms for network kernel density visualization

TN Chan, Z Li, LH U, J Xu, R Cheng - Proceedings of the VLDB …, 2021 - dl.acm.org
Network kernel density visualization, or NKDV, has been extensively used to visualize
spatial data points in various domains, including traffic accident hotspot detection, crime …

Temporal Network Kernel Density Estimation

J Gelb, P Apparicio - Geographical Analysis, 2024 - Wiley Online Library
Kernel density estimation (KDE) is a widely used method in geography to study
concentration of point pattern data. Geographical networks are 1.5 dimensional spaces with …

Fast network k-function-based spatial analysis

TN Chan, LH U, Y Peng, B Choi, J Xu - Proceedings of the VLDB …, 2022 - dl.acm.org
Network K-function has been the de facto operation for analyzing point patterns in spatial
networks, which is widely used in many communities, including geography, ecology …