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Unveiling the relationships between crime and socioeconomic factors is crucial for modeling and preventing these illegal activities. Recently, a significant advance has been made in understanding the influence of urban metrics on the levels…

物理与社会 · 物理学 2017-12-11 Luiz G. A. Alves , Haroldo V. Ribeiro , Francisco A. Rodrigues

The built environment has been postulated to have an impact on neighborhood crime rates, however, measures of the built environment can be subjective and differ across studies leading to varying observations on its association with crime…

计算机与社会 · 计算机科学 2017-10-17 Adyasha Maharana , Quynh C. Nguyen , Elaine O. Nsoesie

Analyses of occurrences of residential burglary in urban areas have shown that crime rates are not spatially homogeneous: rates vary across the network of city streets, resulting in some areas being far more susceptible to crime than…

应用统计 · 统计学 2024-04-02 Elizabeth Upton , Luis Carvalho

We revisit the longstanding question of how physical structures in urban landscapes influence crime. Leveraging machine learning-based matching techniques to control for demographic composition, we estimate the effects of several types of…

机器学习 · 计算机科学 2025-09-23 Ziyao Cui , Erick Jiang , Nicholas Sortisio , Haiyan Wang , Eric Chen , Cynthia Rudin

Understanding the relationship between change in crime over time and the geography of urban areas is an important problem for urban planning. Accurate estimation of changing crime rates throughout a city would aid law enforcement as well as…

应用统计 · 统计学 2019-10-21 Cecilia Balocchi , Shane T. Jensen

This study addresses the challenge of urban safety in New York City by examining the relationship between the built environment and crime rates using machine learning and a comprehensive dataset of street view images. We aim to identify how…

计算机视觉与模式识别 · 计算机科学 2024-04-19 Zhixuan Qi , Huaiying Luo , Chen Chi

In this short article, I leverage the National Crime Victimization Survey from 1992 to 2022 to examine how income, education, employment, and key demographic factors shape the type of crime victims experience (violent vs property). Using…

物理与社会 · 物理学 2025-06-06 Sydney Anuyah

Urban safety and security play a crucial role in improving life quality of citizen and the sustainable development of urban. Traditional urban crime research focused on leveraging demographic data, which is insufficient to capture the…

计算机与社会 · 计算机科学 2018-05-07 Xiangyu Zhao , Jiliang Tang

In the last decades, the notion that cities are in a state of equilibrium with a centralised organisation has given place to the viewpoint of cities in disequilibrium and organised from bottom to up. In this perspective, cities are evolving…

计算机与社会 · 计算机科学 2018-11-05 Marcos Oliveira , Eraldo Ribeiro , Carmelo Bastos-Filho , Ronaldo Menezes

Cities attract a daily influx of non-resident commuters, reflecting their roles within wider urban networks -- not as isolated places. However, it remains unclear how this interconnectivity shapes the way crime scales with population, given…

物理与社会 · 物理学 2025-10-28 Simon Puttock , Umberto Barros , Diego Pinheiro , Marcos Oliveira

It is quite evident that majority of the population lives in urban area today than in any time of the human history. This trend seems to increase in coming years. A study [5] says that nearly 80.7% of total population in USA stays in urban…

应用统计 · 统计学 2018-10-31 Saroj Kumar Dash , Ilya Safro , Ravisutha Sakrepatna Srinivasamurthy

Traditional crime prediction models based on census data are limited, as they fail to capture the complexity and dynamics of human activity. With the rise of ubiquitous computing, there is the opportunity to improve such models with data…

计算机与社会 · 计算机科学 2018-06-06 Cristina Kadar , Irena Pletikosa

Understanding the causes of crime is a longstanding issue in researcher's agenda. While it is a hard task to extract causality from data, several linear models have been proposed to predict crime through the existing correlations between…

物理与社会 · 物理学 2018-04-10 Luiz G A Alves , Haroldo V Ribeiro , Francisco A Rodrigues

Owing to the growing population density of urban areas, many people are being increasingly exposed to criminal activity. Increasing crime rates raise the risk of both physical and psychological injury to law-abiding citizens, creating…

社会与信息网络 · 计算机科学 2022-07-27 Juyoung Kim , Jinhyuk Yun

Crime prediction plays an impactful role in enhancing public security and sustainable development of urban. With recent advances in data collection and integration technologies, a large amount of urban data with rich crime-related…

应用统计 · 统计学 2020-01-23 Xiangyu Zhao , Jiliang Tang

Crime has been previously explained by social characteristics of the residential population and, as stipulated by crime pattern theory, might also be linked to human movements of non-residential visitors. Yet a full empirical validation of…

计算机与社会 · 计算机科学 2020-04-20 Cristina Kadar , Stefan Feuerriegel , Anastasios Noulas , Cecilia Mascolo

Containing the spreading of crime in urban societies remains a major challenge. Empirical evidence suggests that, left unchecked, crimes may be recurrent and proliferate. On the other hand, eradicating a culture of crime may be difficult,…

物理与社会 · 物理学 2015-03-25 Maria R. D'Orsogna , Matjaz Perc

Disparity in suicide rates between urban and suburban/rural areas is growing, with rural areas typically witnessing higher suicide rates in the U.S. However, previous studies often ignored the effect of socio-environmental factors on the…

应用统计 · 统计学 2022-01-19 Sayanti Mukherjee , Zhiyuan Wei

We investigate at the subscale of the neighborhoods of a highly populated city the incidence of property crimes in terms of both the resident and the floating population. Our results show that a relevant allometric relation could only be…

We use high resolution data to investigate the association between crime incidence and proximity to different types of public schools over the past fifteen years in the city of Philadelphia. We employ two statistical methods, regression…

应用统计 · 统计学 2023-12-29 Leonardo de Castro Harth , Bangxi Xiao , Shane T. Jensen
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