Abstract
This paper considers the spatial patterns of crime incidents in Japan from a Bayesian point of view. We analyzed and compared different models by marginal likelihoods. From our posterior analysis, we found that the spatial pattern is different across crimes but panel SEM is selected in most of the types of crimes.
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References
ANSELIN, L. (1988): Spatial Econometrics: Methods and Models. Dordrecht, Kluwer.
BECKER, G.S. (1968): Crime and Punishment: An Economic Approach. Journal of Political Economy, 76, 169–217.
CHIB, S. (1995): Marginal Likelihood from the Gibbs Output. Journal of the American Statistical Association, 90, 1313–1321.
CHIB, S. and JELIAZKOV, I. (2001): Marginal Likelihood from the Metropolis-Hastings Output. Journal of the American Statistical Association, 96, 270–281.
GELFAND, A.E. and SMITH, A.F.M. (1990): Sampling-based Approaches to Calculating Marginal Densities. Journal of the American Statistical Association, 85, 398–409.
GEWEKE, J. (1993): Bayesian Treatment of the Independent Student-t Linear Model. Journal of Applied Econometrics, 8, 19–40.
HOLLOWAY, G., SHANKAR, B. and RAHMAN, S. (2002): Bayesian Spatial Probit Estimation: A Primer and an Application to HYV Rice Adoption. Agricultural Econnomics, 27, 384–402.
KAKAMU, K., POLASEK, W. and WAGO, H. (2006): Spatial Interaction of Crime Incidents in Japan. mimeo.
LESAGE, J.P. (2000): Bayesian Estimation of Limited Dependent Variable Spatial Autoregressive Models. Geographical Analysis, 32, 19–35.
SUN, D., TSUTAKAWA, R.K. and SPECKMAN, P.L. (1999): Posterior Distribution of Hierarchical Models using CAR(1) Distributions. Biometrika, 86, 341–350.
TIERNEY, L. (1994): Markov Chains for Exploring Posterior Distributions (with discussion). Annals of Statistics, 22, 1701–1762.
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Kakamu, K., Polasek, W., Wago, H. (2007). Model Choice for Panel Spatial Models: Crime Modeling in Japan. In: Decker, R., Lenz, H.J. (eds) Advances in Data Analysis. Studies in Classification, Data Analysis, and Knowledge Organization. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-70981-7_27
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DOI: https://doi.org/10.1007/978-3-540-70981-7_27
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-70980-0
Online ISBN: 978-3-540-70981-7
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