How Do Street Physical Environments Shape Pedestrian Safety Perception? Evidence from Street-View Imagery, Machine Learning, and Multiscale Geographically Weighted Regression

In high-density urban cores, pedestrian safety perception is shaped not only by street physical environments but also by pronounced spatial heterogeneity. However, existing studies often rely on global regression or small-sample surveys, making it difficult to simultaneously reveal city-scale regula...

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Bibliografski detalji

Glavni autori:	Zhongshan Huang, Kuan Lu, Wenming Cai, Xin Han
Format:	Artigo
Jezik:	Inglês
Izdano:	MDPI AG 2026-02-01
Serija:	Buildings
Teme:	pedestrian safety perception street physical environment streetscape visual elements machine learning MGWR
Online pristup:	https://www.mdpi.com/2075-5309/16/5/920
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