[HTML][HTML] Modeling the effect of streetscape environment on crime using street view images and interpretable machine-learning technique

H Xie, L Liu, H Yue - … Journal of Environmental Research and Public …, 2022 - mdpi.com
Street crime is a common social problem that threatens the security of people's lives and
property. Understanding the influencing mechanisms of street crime is an essential …

Effects of ambient population with different income levels on the spatio-temporal pattern of theft: a study based on mobile phone big data

G Song, L Cai, L Liu, L Xiao, Y Wu, H Yue - Cities, 2023 - Elsevier
Recent studies focus on how to accurately measure ambient population and its effects on
crimes. However, limited attention has been paid to the internal heterogeneity of ambient …

Measuring perceived racial heterogeneity and its impact on crime: an ambient population-based approach

X Gu, L Liu, M Lan, H Zhou - Cities, 2023 - Elsevier
Social disorganization theory has significantly contributed to understanding the relationship
between community characteristics and crime. It is based on the assumption that the …

Educational inequality or educational segregation? The determinants of criminal activities in 288 Chinese cities

Y Zhang, J Wang, G Song - Applied Geography, 2024 - Elsevier
The relationships between inequality and crime and segregation and crime are classic
topics in crime geography. However, the effects of city-level inequality and segregation …

Investigating the diurnal effects of on-street population and streetscape physical environment on street theft crime: A machine learning and negative binomial …

H Yue, L Liu, C Xu, G Song, J Chen, L He, L Duan - Applied Geography, 2024 - Elsevier
Street theft crime remains a significant public safety concern in China and a central focus of
urban crime prevention initiatives. Recent studies have combined street view images and …

Examining train stations as crime generators and the protective effect of “regular” riders

R Zahnow - Crime & Delinquency, 2023 - journals.sagepub.com
Understanding whose eyes make up the ambient population is an important development of
crime opportunities research. We hypothesize that regularity at train stations will influence …

Causal Effect of Small Businesses on Street Theft: Evidence from a Natural Experiment of the Beijing Cleanup Campaign

Y Zhang, L Cai, G Song, Y You - Journal of Quantitative Criminology, 2024 - Springer
Objectives To examine the causal impact of small businesses on street theft and the
underlying mechanisms. Methods The “Cleanup Holes in the Wall” campaign in Beijing …

Influence of Varied Ambient Population Distribution on Spatial Pattern of Theft from the Person: The Perspective from Activity Space

G Song, C Zhang, L Xiao, Z Wang, J Chen… - … International Journal of …, 2022 - mdpi.com
The ambient population has been regarded as an important indicator for analyzing or
predicting thefts. However, the literature has taken it as a homogenous group and seldom …

Urban routines, spatial occupancy, and their effects on outdoor crime in Barcelona

R Valente - European Journal of Criminology, 2024 - journals.sagepub.com
Based on mobile phone data from the city of Barcelona, Spain, generalized linear models
are used to analyse the relationship between urban mobilities and the spatial and temporal …

Unraveling the influence of income-based ambient population heterogeneity on theft spatial patterns: insights from mobile phone big data analysis

C Xu, Z He, G Song, D Chen - Humanities and Social Sciences …, 2024 - nature.com
While previous research has underscored the profound influence of the ambient population
distribution on the spatial dynamics of crime, the exploration regarding the impact of …