Crime modeling with truncated Levy flights for residential burglary models

被引:19
|
作者
Pan, Chaohao [1 ]
Li, Bo [2 ]
Wang, Chuntian [3 ]
Zhang, Yuqi [4 ]
Geldner, Nathan [5 ]
Wang, Li [6 ]
Bertozzi, Andrea L. [3 ]
机构
[1] NYU, Courant Inst Math Sci, 251 Mercer St, New York, NY 10012 USA
[2] Univ Calif Berkeley, Dept Math, Berkeley, CA 94720 USA
[3] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
[4] Uber Technol Inc, San Francisco, CA 94103 USA
[5] Ctr Dis Control & Prevent, Atlanta, GA 30341 USA
[6] SUNY Buffalo, Dept Math, Computat & Data Enabled Sci & Engn Program, Buffalo, NY 14260 USA
关键词
Crime models; truncated Levy flights; law enforcement agents; REACTION-DIFFUSION MODEL; BROKEN WINDOWS THEORY; URBAN-CRIME; CRIMINAL BEHAVIOR; MATHEMATICAL-MODEL; PATTERNS; HOTSPOTS; WALKS; VICTIMIZATION; STABILITY;
D O I
10.1142/S0218202518400080
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Statistical agent-based models for crime have shown that repeat victimization can lead to predictable crime hotspots (see e.g. M. B. Short, M. R. D'Orsogna, V. B. Pasour, G. E. Tita, P. J. Brantingham, A. L. Bertozzi and L. B. Chayes, A statistical model of criminal behavior, Math. Models Methods Appl. Sci. 18 (2008) 1249-1267.), then a recent study in one-space dimension (S. Chaturapruek, J. Breslau, D. Yazdi, T. Kolokolnikov and S. G. McCalla, Crime modeling with Levy flights, SIAM J. Appl. Math. 73 (2013) 1703-1720.) shows that the hotspot dynamics changes when movement patterns of the criminals involve long-tailed Levy distributions for the jump length as opposed to classical random walks. In reality, criminals move in confined areas with a maximum jump length. In this paper, we develop a mean-field continuum model with truncated Levy flights (TLFs) for residential burglary in one-space dimension. The continuum model yields local Laplace diffusion, rather than fractional diffusion. We present an asymptotic theory to derive the continuum equations and show excellent agreement between the continuum model and the agent-based simulations. This suggests that local diffusion models are universal for continuum limits of this problem, the important quantity being the diffusion coefficient. Law enforcement agents are also incorporated into the model, and the relative effectiveness of their deployment strategies are compared quantitatively.
引用
收藏
页码:1857 / 1880
页数:24
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