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Comparison of Machine Learning Algorithms for Predicting Crime Hotspots
15 references·1 citing·37 second hop
Comparison of Machine Learning Algorithms for Predicting Crime Hotspots (2020)Comparison of Machine Learning Algorithms…Variable Selection in Time Series Forecasting Using Random Forests (2017)Variable Selection in Time Se…The use of predictive analysis in spatiotemporal crime forecasting: Building and testing a model in an urban context (2017)The use of predictive analysi…Modeling Temporal-Spatial Correlations for Crime Prediction (2017)Modeling Temporal-Spatial Cor…Predictive Crime Mapping: Arbitrary Grids or Street Networks? (2016)Predictive Crime Mapping: Arb…The Visualization and Analysis of POI Features under Network Space Supported by Kernel Density Estimation (2015)The Visualization and Analysi…Social Change and Crime Rate Trends: A Routine Activity Approach (1979) (2010)Social Change and Crime Rate …Risk Terrain Modeling: Brokering Criminological Theory and GIS Methods for Crime Forecasting (2010)Risk Terrain Modeling: Broker…The Utility of Hotspot Mapping for Predicting Spatial Patterns of Crime (2008)The Utility of Hotspot Mappin…Using Geographically Weighted Regression to Explore Local Crime Patterns (2007)Using Geographically Weighted…GIS and Crime Mapping (2005)GIS and Crime MappingSimple indicators of crime by time of day (2003)Simple indicators of crime by…Mapping and Analysing Crime Data (2001)Mapping and Analysing Crime D…Criminality of place (1995)Criminality of placeThe reasoning criminal. Rational choice perspectives on offending (1988)The reasoning criminal. Ratio…Social Change and Crime Rate Trends: A Routine Activity Approach (1979)Social Change and Crime Rate …A Systematic Review of Using Machine Learning and Natural Language Processing in Smart Policing (2023)A Systematic Review of Using …Crime and Everyday Life (2010)SITUATIONAL CAUSES OF OFFENDING: A FIXED‐EFFECTS ANALYSIS OF SPACE–TIME BUDGET DATA (2013)Reducing Crime Through Environmental Design: Evidence from a Randomized Experiment of Street Lighting in New York City (2021)Crime and justice: An annual review of research (1983)Risk Clusters, Hotspots, and Spatial Intelligence: Risk Terrain Modeling as an Algorithm for Police Resource Allocation Strategies (2010)Kernel density estimation and hotspot mapping (2014)TESTING FOR TEMPORALLY DIFFERENTIATED RELATIONSHIPS AMONG POTENTIALLY CRIMINOGENIC PLACES AND CENSUS BLOCK STREET ROBBERY COUNTS (2015)Interactive Spatial Data Analysis (1995)Is it Important to Examine Crime Trends at a Local “Micro” Level?: A Longitudinal Analysis of Street to Street Variability in Crime Trajectories (2009)Predicting crime using Twitter and kernel density estimation (2014)The division of labor in society (1935)Distributed Lags: A Survey (1967)Testing for Serial Correlation in Least-Squares Regression When Some of the Regressors are Lagged Dependent Variables (1970)Community Structure and Crime: Testing Social-Disorganization Theory (1989)Systematic Social Observation of Public Spaces: A New Look at Disorder in Urban Neighborhoods (1999)The Truly Disadvantaged: The Inner City, The Underclass, and Public Policy. (1988)Spatial Heterogeneity in the Effects of Immigration and Diversity on Neighborhood Homicide Rates (2009)Using geographically weighted regression for environmental justice analysis: Cumulative cancer risks from air toxics in Florida (2010)“Perception bias”: Deciphering a mismatch between urban crime and perception of safety (2020)Sociology and Social Research (1981)HOT SPOTS OF PREDATORY CRIME: ROUTINE ACTIVITIES AND THE CRIMINOLOGY OF PLACE* (1989)Situational Crime Prevention: Successful Case Studies (1992)Robberies in Chicago: A Block-Level Analysis of the Influence of Crime Generators, Crime Attractors, and Offender Anchor Points (2010)Mapping Crime: Understanding Hot Spots (2014)A Review and Current Status of Crime Prevention through Environmental Design (CPTED) (2015)Another look at measures of forecast accuracy (2006)Automatic Time Series Forecasting: The forecast Package for R (2008)To Explain or to Predict? (2010)Forecasting E-Commerce Products Prices by Combining an Autoregressive Integrated Moving Average (ARIMA) Model and Google Trends Data (2018)Long-term forecast of energy commodities price using machine learning (2019)Web Traffic Time Series Forecasting Using LSTM Neural Networks with Distributed Asynchronous Training (2021)THE PHILADELPHIA FOOT PATROL EXPERIMENT: A RANDOMIZED CONTROLLED TRIAL OF POLICE PATROL EFFECTIVENESS IN VIOLENT CRIME HOTSPOTS* (2011)Randomized Controlled Field Trials of Predictive Policing (2015)Linking self- and social control with deviance: Illuminating the structure underlying a general theory of crime and its relation to deviant activity (1994)WHERE OFFENDERS CHOOSE TO ATTACK: A DISCRETE CHOICE MODEL OF ROBBERIES IN CHICAGO* (2009)The role of peer delinquency and unstructured socializing in explaining delinquency and substance use: A state-of-the-art review (2016)Testing the Core Empirical Implications of Gottfredson and Hirschi's General Theory of Crime (1993)
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References

  • 1979Social Change and Crime Rate Trends: A Routine Activity Approach8,845 cited
  • 2010Social Change and Crime Rate Trends: A Routine Activity Approach (1979)5,952 cited
  • 1995Criminality of place1,188 cited
  • 2005GIS and Crime Mapping639 cited
  • 2008The Utility of Hotspot Mapping for Predicting Spatial Patterns of Crime631 cited
  • 1988The reasoning criminal. Rational choice perspectives on offending360 cited
  • 2010Risk Terrain Modeling: Brokering Criminological Theory and GIS Methods for Crime Forecasting289 cited
  • 2007Using Geographically Weighted Regression to Explore Local Crime Patterns211 cited
  • 2017Variable Selection in Time Series Forecasting Using Random Forests203 cited
  • 2003Simple indicators of crime by time of day184 cited
  • 2016Predictive Crime Mapping: Arbitrary Grids or Street Networks?148 cited
  • 2017The use of predictive analysis in spatiotemporal crime forecasting: Building and testing a model in an urban context146 cited
  • 2001Mapping and Analysing Crime Data125 cited
  • 2017Modeling Temporal-Spatial Correlations for Crime Prediction123 cited
  • 2015The Visualization and Analysis of POI Features under Network Space Supported by Kernel Density Estimation

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  • 2023A Systematic Review of Using Machine Learning and Natural Language Processing in Smart Policing51 cited