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Mining large-scale human mobility data for long-term crime prediction
16 references·13 citing·40 second hop
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(2019)Crime Rate Prediction with Re…AGE, CRIMINAL CAREERS, AND POPULATION HETEROGENEITY: SPECIFICATION AND ESTIMATION OF A NONPARAMETRIC, MIXED POISSON MODEL* (1993)SOCIAL DISORGANIZATION OUTSIDE THE METROPOLIS: AN ANALYSIS OF RURAL YOUTH VIOLENCE* (2000)Delinquent Peers Revisited: Does Network Structure Matter? 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References

  • 1997Neighborhoods and Violent Crime: A Multilevel Study of Collective Efficacy11,986 cited
  • 1979Social Change and Crime Rate Trends: A Routine Activity Approach8,845 cited
  • 2015The Death and Life of Great American Cities8,033 cited
  • 2010Social Change and Crime Rate Trends: A Routine Activity Approach (1979)5,952 cited
  • 2007Growth, innovation, scaling, and the pace of life in cities2,698 cited
  • 1974Defensible Space: Crime Prevention through Urban Design1,853 cited
  • 1995Criminality of place1,188 cited
  • 2012Discovering regions of different functions in a city using human mobility and POIs1,136 cited
  • 2000Poisson-Based Regression Analysis of Aggregate Crime Rates1,088 cited
  • 2005Assessing Macro-Level Predictors and Theories of Crime: A Meta-Analysis994 cited
  • 2010Urban Scaling and Its Deviations: Revealing the Structure of Wealth, Innovation and Crime across Cities651 cited
  • 2016To Predict and Serve?611 cited
  • 2021The Livehoods Project: Utilizing Social Media to Understand the Dynamics of a City565 cited
  • 2014Once Upon a Crime251 cited
  • 2014A Tale of Cities: Urban Biases in Volunteered Geographic Information215 cited

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  • 2015Bike sharing station placement leveraging heterogeneous urban open data125 cited
  • Cited by

    • 2020A systematic review on spatial crime forecasting124 cited
    • 2023Machine learning in crime prediction120 cited
    • 2022Zooming into mobility to understand cities: A review of mobility-driven urban studies58 cited
    • 2023Auditing the fairness of place-based crime prediction models implemented with deep learning approaches24 cited
    • 2020Leveraging Mobility Flows from Location Technology Platforms to Test Crime Pattern Theory in Large Cities19 cited
    • 2021Understanding spatial patterns in rape reporting delays18 cited
    • 2021A Spatio-Temporal Co-Clustering Framework for Discovering Mobility Patterns: A Study of Manhattan Taxi Data14 cited
    • 2022Big Data-Driven Approach to Analyzing Spatio-Temporal Mobility Pattern9 cited
    • 2024Discovering the influence of facility distribution on lifestyle patterns in urban populations8 cited
    • 2020Modelling Regional Crime Risk using Directed Graph of Check-ins8 cited
    • 2019Crime Rate Prediction with Region Risk and Movement Patterns.8 cited
    • 2022Mining Points-of-Interest Data to Predict Urban Inequality: Evidence from Germany and France5 cited
    • 2021A Latent Customer Flow Model for Interpretable Predictions of Check-In Counts3 cited