Analyzing The Violent Crime Patterns In Peninsular Malaysia : Exploratory Spatial Data Analysis (ESDA) Approach
DOI:
https://doi.org/10.11113/jt.v72.1816Keywords:
Violent crime, Moran’s i index, hot spot mapping.Abstract
The objective of this study is to analyze the spatial cluster of crime cases in Peninsular Malaysia by using the exploratory spatial data analysis (ESDA). In order to identify and measure the spatial autocorrelation (cluster), Moran’s I index were measured. Based on the cluster analyses, the hot spot of the violent crime occurrence was mapped. Maps were constructed by overlaying hot spot of violent crime rate for the year 2001, 2005 and 2009. As a result, the hypothesis of spatial randomness was rejected indicating cluster effect existed in the study area. The findings reveal that crime was distributed nonrandomly, suggestive of positive spatial autocorrelation. The findings of this study can be used by the goverment, policy makers or responsible agencies to take any related action in term of crime prevention, human resource allocation and law enforcemant in order to overcome this important issue in the future.Â
References
Anselin, L. 1995. Local Indicators of Spatial Association – LISA. Geographical Analysi. 27 (2): 93–115.
Berke, O. 2001. Choropleth Mapping of Regional Count Data of Echinococcus Multilocularis among Red Foxes in Lower Saxony, Germany. Preventive Veterinary Medicine. 52: 119–131.
Chaikeaw, N., Tripathi, N., and Souris, M. 2009. Exploring Spatial Patterns and Hotspots of Diarrhea in Chiang Mai, Thailand. International Journal of Health Geographics. 8: 36.
Cole, J.H. & Gramajo, A.M. 2009. Homicide Rates in a Cross-Section of Countries: Evidence and Interpretations. Population and Development Review. 35 : 749–776.
Dutt, A. K., Akron, Oh & Venugopal, G. 1983. Spatial Patterns of Crime Among Indian Cities. Geoforum. 14(2): 223–233.
Erdogan, S. 2009. Exploring Spatial Analysis of Traffic Accident Statistics and Road Mortality Among the Provinces of Turkey. Journal of Safety Research. 40: 341–351.
Appiahene-Gyamfi, J. A. 1998. Violent Crime in Ghana: The Case of Robbery. Journal of Criminal Justice. 26(5): 409–424.
Appiahene-Gyamfi, J.A. 2002. An Analyses of the Broad Crime Trends and Patterns in Ghana. Journal of Criminal Justice. 30: 229–243.
Holt, J.B. & Lo, C.P. 2008. The Geography of Mortality in the Atlanta Metropolitan. Computer, Environment & Urban System. 32: 149–164.
Jabatan Perangkaan Malaysia. 2000. Taburan Penduduk dan Ciri-ciri Asas Demografi: Banci Penduduk dan Perumahan Malaysia.
Kanyo, N. & Norizan, M.N. 2007. Pelakuan Jenayah dari Perspektif Geografi : Satu Kajian Kes di Daerah Timur Laut Pulau Pinang. Persidangan Geografi 2007 “ Memperkasa Geografi di Malaysia : Isu dan Cabaran. 21-22 Ogos 2007.
Osei, F.B. & Duker, A.A. 2008. Spatial and Demographic Patterns of Cholera in Ashanti Region – Ghana. International Journal of Health Geographics 7 : 44.
Pacheco, A.I. & Tyrrell, T.. 2002. Testing Spatial Patterns and Growth Spillover Effects in Clusters of Cities. J Geograph Syst. 4:275–285.
Perreault, S., Savoie, J. & Bedard, F. 2008. Neighbourhood Characteristics and The Distribution of Crime on The Island of Montreal : Additional Analysis on Youth Crime. Crime and Justice Research Paper Series. Catalogue no. 85-561-M – No. 011.
Savoie, J., Bedard, F. & Collins, K. 2006. Neighbourhood Characteristics and The Distribution of Crime on The Island of Montreal. Crime and Justice Research Paper Series. Catalogue no. 85-561-MIE2006007.
Sidhu, A.S. 2005. The Rise of Crime in Malaysia : An Academic and Statistical Analysis. Journal of The Kuala Lumpur Royal Malaysia Police College. No. 4.
Sidhu, A.S. 2006. Crime Levels and Trends in The Next Decade. Journal of The Kuala Lumpur Royal Malaysia Police College. No. 5.
Sridharan, S., Tunstall, H., Lawder, R. & Mitchell, R. 2007. An Exploratory Spatial Data Analysis Approach to Understanding the Relationship Between Deprivation and Mortality in Scotland. Social Science & Medicine 65: 1942–1952.
Tsushima, M. 1996. Economic Structure And Crime: The Case of Japan. Journal of Socio-Economics. 25(4). 497–515.
Ye, X & Wu, L. 2011. Analyzing the Dynamics of Homicide Patterns in Chicago : ESDA and Spatial Panel Approaches. Applied Geography. 31: 800–8007.
Zhang, C., Luo, L., Xu, W. & Ledwith, V. 2008. Use the Local Moran’s I and GIS to Identify Pollution Hotspots of Pb in Urban Soils of Galway, Ireland. Science of the Total Environment. 398: 212–221.
Downloads
Published
Issue
Section
License
Copyright of articles that appear in Jurnal Teknologi belongs exclusively to Penerbit Universiti Teknologi Malaysia (Penerbit UTM Press). This copyright covers the rights to reproduce the article, including reprints, electronic reproductions, or any other reproductions of similar nature.