Mapping the risk terrain for crime using machine learning

AP Wheeler, W Steenbeek - Journal of Quantitative Criminology, 2021 - Springer
Objectives We illustrate how a machine learning algorithm, Random Forests, can provide
accurate long-term predictions of crime at micro places relative to other popular techniques …

[图书][B] Environmental criminology: Evolution, theory, and practice

MA Andresen - 2019 - taylorfrancis.com
The field of environmental criminology is a staple theoretical framework in contemporary
criminological theory. This fully revised and expanded edition of the world's first …

[图书][B] Fundamentals of research in criminology and criminal justice: With selected readings

RD Bachman, RK Schutt, PS Plass - 2015 - books.google.com
Fundamentals of Research in Criminology and Criminal Justice: With Selected Readings, by
well-known researchers Ronet D. Bachman, Russell K. Schutt, and Peggy S. Plass, is a …

[HTML][HTML] Systematic review and meta-analysis of risk terrain modelling (RTM) as a spatial forecasting method

Z Marchment, P Gill - Crime Science, 2021 - Springer
Background Several studies have tested the reliability of Risk Terrain Modelling (RTM) by
focusing on different geographical contexts and types of crime or events. However, to date …

[图书][B] Risk terrain modeling: Crime prediction and risk reduction

JM Caplan, LW Kennedy - 2016 - books.google.com
" Risk terrain modeling (RTM) diagnoses the spatial attractors of criminal behavior and
makes accurate predictions of where crime will occur at the micro-level. This book presents …

[HTML][HTML] Predictive policing in the context of road traffic safety: A systematic review and theoretical considerations

S Sieveneck, C Sutter - Transportation research interdisciplinary …, 2021 - Elsevier
Road traffic collisions are responsible for 1.35 million deaths per year in the World.
Moreover, they are the main cause of death for young people. To reduce the hazardous …

Vulnerability and exposure to crime: Applying risk terrain modeling to the study of assault in Chicago

LW Kennedy, JM Caplan, EL Piza… - Applied Spatial Analysis …, 2016 - Springer
Prior research has applied risk assessment and spatial analysis techniques to the study of
violence. This paper builds on those results, tying the practical outcomes of spatial risk …

A metric comparison of predictive hot spot techniques and RTM

G Drawve - Justice Quarterly, 2016 - Taylor & Francis
There are numerous hot spot mapping techniques that can be used in research and in
practice for predicting future crime locations. Due to differences in the varying techniques …

Predicting initiator and near repeat events in spatiotemporal crime patterns: An analysis of residential burglary and motor vehicle theft

EL Piza, JG Carter - Justice Quarterly, 2018 - Taylor & Francis
Near repeat analysis has been increasingly used to measure the spatiotemporal clustering
of crime in contemporary criminology. Despite its predictive capacity, the typically short time …

Gang violence predictability: Using risk terrain modeling to study gang homicides and gang assaults in East Los Angeles

M Valasik - Journal of criminal justice, 2018 - Elsevier
Purpose The current study investigates the application of risk terrain modeling (RTM) to
forecast gang violence. RTM is routinely utilized to predict future criminal events in micro …