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Crime Prediction Modeling×Crime Mapping×
분야CriminologyCriminology
계열Process / pipelineProcess / pipeline
기원 연도20112005
창시자George Mohler, Martin Short & colleagues (self-exciting point process)Rachel Boba Santos, Spencer Chainey & Jerry Ratcliffe (modern synthesis)
유형Forecasting model for the space-time risk of crimeGeographic information analysis of crime locations
원전Mohler, G. O., Short, M. B., Brantingham, P. J., Schoenberg, F. P., & Tita, G. E. (2011). Self-exciting point process modeling of crime. Journal of the American Statistical Association, 106(493), 100–108. DOI ↗Boba Santos, R. (2017). Crime Analysis with Crime Mapping (4th ed.). SAGE Publications. ISBN: 9781506331034
별칭Predictive Policing, Crime Forecasting, Self-Exciting Point Process Crime Modeling, Predictive Crime MappingGeographic Crime Analysis, Crime Cartography, GIS Crime Mapping, Spatial Crime Analysis
관련44
요약Crime prediction modeling forecasts where and when crime is most likely to occur next, so that limited resources can be directed before incidents happen rather than after. It spans simple historical hot-spot extrapolation, statistical self-exciting point processes that treat crimes as triggering further crimes, and modern machine-learning models that blend spatial, temporal, and environmental features. The statistical foundation was sharpened by Mohler and colleagues' 2011 demonstration that earthquake-style self-exciting (Hawkes) point processes — in which each crime raises the short-term risk of nearby crimes — forecast urban crime more accurately than conventional hot-spot maps.Crime mapping is the practice of geocoding crime incidents to their locations and using geographic information systems (GIS) to visualize and analyze where crime concentrates. It spans simple pin maps, area-based choropleth maps, and continuous density surfaces, and underpins the geographic side of modern crime analysis — from CompStat briefings to problem-oriented policing.
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