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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

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

Nowadays, 23% of the world population lives in multi-million cities. In these metropolises, criminal activity is much higher and violent than in either small cities or rural areas. Thus, understanding what factors influence urban crime in…

社会与信息网络 · 计算机科学 2020-04-15 Marco De Nadai , Yanyan Xu , Emmanuel Letouzé , Marta C. González , Bruno Lepri

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

Increased interaction between and among pedestrians and vehicles in the crowded urban environments of today gives rise to a negative side-effect: a growth in traffic accidents, with pedestrians being the most vulnerable elements. Recent…

计算机视觉与模式识别 · 计算机科学 2022-02-07 Cristina Bustos , Daniel Rhoads , Agata Lapedriza , Javier Borge-Holthoefer , Albert Solé-Ribalta

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 accumulated criminal records shows that serious and minor crimes differ in many measures and are related in a complex way. While some of those who have committed minor crime spontaneously evolve into serious criminals, the transition…

物理与社会 · 物理学 2019-07-15 Jongo Park , Pilwon Kim

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

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

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

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

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

We describe an experiment with the modeling of urban verticalization effects on perceived safety scores as obtained with computer vision on Google Streetview data for New York City. Preliminary results suggests that for smaller buildings…

应用统计 · 统计学 2023-11-01 Ricardo Barros Lourenço

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

Crime prevention measures, aiming for the effective and efficient spending of public resources, rely on the empirical analysis of spatial and temporal data for public safety outcomes. We perform a variable-density cluster analysis on crime…

应用统计 · 统计学 2025-12-09 Ben Moews

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

Containing the spreading of crime is a major challenge for society. Yet, since thousands of years, no effective strategy has been found to overcome crime. To the contrary, empirical evidence shows that crime is recurrent, a fact that is not…

物理与社会 · 物理学 2013-09-02 Matjaz Perc , Karsten Donnay , Dirk Helbing

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

Risk assessment algorithms in criminal justice put people's lives at the discretion of a simple statistical tool. This thesis explores how algorithmic decision-making in criminal policy can exhibit feedback effects, where disadvantage…

计算机与社会 · 计算机科学 2020-05-28 Benjamin Laufer

Researchers regard crime as a social phenomenon that is influenced by several physical, social, and economic factors. Different types of crimes are said to have different motivations. Theft, for instance, is a crime that is based on…

机器学习 · 计算机科学 2023-04-27 Deborah Djon , Jitesh Jhawar , Kieron Drumm , Vincent Tran
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