Scientific reports
Influencing factors of urban safety perception based on the combination of multi-source data and machine learning: a case study of Nanchang City, China.
Linduo Yuan, Yuze Dan, Yi Leng, Jiaxin Zhang
Published: 202510.1038/s41598-025-34110-3
Abstract
Research examines the influence of multisource urban data on residents' perceptions of safety. Utilizing the SHAP machine learning model, the research conducts a comprehensive analysis of the nonlinear relationships and interactive effects between bu…
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