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George Mohler George Tita SCU Mathematics UCI Criminology Jeff Brantingham Santa Cruz Police Dept UCLA Anthropology Los Angeles Police Dept UC MaSC Mathematical And Simulation Modeling of Crime

Система предсказания преступлений

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Page 1: Система предсказания преступлений

GeorgeMohler GeorgeTita SCUMathematics UCICriminology

Jeff Brantingham Santa Cruz Police Dept UCLA Anthropology Los Angeles Police Dept

UC MaSC Mathematical And Simulation Modeling of Crime

Page 2: Система предсказания преступлений

  Certaincrimetypesshowanelevatedriskofcrimefollowinganevent

Page 3: Система предсказания преступлений

  Retaliationisacauseofinter‐gangviolence

  Burglarsreturntothesame,orneighboring,houseinthedays/weeksafteracrime

“I always go back [to the same places] because, once you been there, you know just about when you been there before and when you can go back. An every time I hit a house, it’s always on the same day [of the week] I done been before cause I know there ain’t nobody there. “ (Subject No. 51)

Wright and Decker Burglars on the Job

Page 4: Система предсказания преступлений

Hawkes Process model adapted from seismology

Page 5: Система предсказания преступлений

  EachdayfittheHawkesProcesstopastdatatoestimaterisklevelacrossthecity

  Directpatrolstohighestriskareasandtimesofday

  Nextdayrecalibratemodelandrepeat  Ashighestriskareaschange,themodelandpatrolsadapt

Page 6: Система предсказания преступлений

Prototype Software wI Google Maps Interface

~ University of california Santa Cruz

• atural BrIdges Slele Beach

CabnUo Hwy G)

• Harvey ~ We1>t Park ~

Soquel Ave

TWin Lakes e ry

co .9. Lagoon Park ~

"", .... f' "',Y • ~

~

If) Q

'<s--< ~ , en ~Or • u'" L i~ouse Field ~ Slate Beach

Page 7: Система предсказания преступлений

P is probability of one or more crimes in 24 hour time period Pveh, Pres are conditional probabilities of vehicular and residential crime TW gives start times of 2 highest risk 1-hour time windows

P= 0.0207 Pveh = 0.702, Pres = 0 .297

TW : 13 :00, 15 :00

200

Laurel 51

P=0.0199 Pveh = 1, Pres = O

TW : 12:00, 13 :00

Page 8: Система предсказания преступлений

  Patrolefficiency:quantitativeapproachtoplacingpatrolswherecrimeislocated

  ReductionincrimerateinflaggedareasReductioninoverallcrimerate

Page 9: Система предсказания преступлений

  NSFHumanSocialDynamicsProgram  NSFDivisionofMathematicalSciences  USDoD,ARO,AFOSR,ONR  SantaClaraUniversity,UCLA,UCIrvine  LAPD,LongBeachPD,SantaCruzPDpublications:paleo.sscnet.ucla.edu

UC MaSC Mathematical and Simulation

Modeling of Crime