Tamayo, Adrian (2016): Determining Statistical Pattern on the Drug-Related Killing in Philippines Using ARIMA and Poisson Techniques. Forthcoming in: Journal of Drug Issues , Vol. Vol 46, No. Vol. 46, No. 4 (29 August 2016): pp. 1-13.
Preview |
PDF
MPRA_paper_72518.pdf Download (430kB) | Preview |
Abstract
A univariate time series technique was conducted to determine statistical pattern on killings of drug suspects in Philippines from May 19 to July 7, 2016. The technique reveal a moving-average of order 2, MA(2) with a positive coefficient suggestive that value of outcome variable tend to increase, on the average, than the recent value of . This means that drug-related killings will tend to be higher than the most current rate; and killings is seen to increase as weekend comes. Poisson regression indicated an average of 13 deaths on a Sunday; only 2 on average on a Monday; odds of survival increases as well as weekend comes.
Finally, the forecast model and the simulation are limited by the data used. Structure of the univariate series may change as additional data are added; this is also true for the forecasted average occurrence.
Item Type: | MPRA Paper |
---|---|
Original Title: | Determining Statistical Pattern on the Drug-Related Killing in Philippines Using ARIMA and Poisson Techniques |
Language: | English |
Keywords: | drug violence, influence, government |
Subjects: | C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C53 - Forecasting and Prediction Methods ; Simulation Methods |
Item ID: | 72518 |
Depositing User: | Dr. Adrian Tamayo |
Date Deposited: | 17 Jul 2016 00:34 |
Last Modified: | 29 Sep 2019 01:00 |
References: | Blumenfeld, L. H. (2010). Trading democracy for security? the effects of the international drug war on the quality of democracy in the dominican republic, 1996–2008 (Order No. 3470210). Available from ProQuest Central. (744524209). Retrieved from http://search.proquest.com/docview/744524209?accountid=31259 Dickey, D. A., & Pantula, S. G. (1987). Determining the order of differencing in autoregressive processes. Journal of Business & Economic Statistics,5(4), 455-461. Dickey, D. A., Hasza, D. P., & Fuller, W. A. (1984). Testing for unit roots in seasonal time series. Journal of the American Statistical Association,79(386), 355-367. Freeman, L. (2006). State of Siege: drug-related violence and corruption in Mexico. WOLA Special Report, Washington Office on Latin America, June. Harris, R. I. (1992). Testing for unit roots using the augmented Dickey-Fuller test: Some issues relating to the size, power and the lag structure of the test. Economics letters, 38(4), 381-386. Kirschbaum, K. M., Grigoleit, L., Hess, C., Madea, B., & Musshoff, F. (2013). Illegal drugs and delinquency. Forensic Science International (Online), 226(1), 230-4. doi:http://dx.doi.org/10.1016/j.forsciint.2013.01.031 Mushtaq, R. (2011). Augmented Dickey Fuller Test. O'Neil, S. (2009). The real war in Mexico: How democracy can defeat the drug cartels. Foreign Affairs, 63-77. Ong, C. S., Huang, J. J., & Tzeng, G. H. (2005). Model identification of ARIMA family using genetic algorithms. Applied Mathematics and Computation, 164(3), 885-912. Philippine police to intensify campaign against illegal drugs after shooting rampage. (2013, Jan 05). Xinhua News Agency - CEIS Retrieved from http://search.proquest.com/docview/1283769648?accountid=31259 Spanos, A. (1990). Towards a unifying methodological framework for econometric modelling. Modelling Economic Series, 335-364. Philippine gov't confiscates 27.6 mln USD worth of illegal drugs in H1. (2013, Jul 06). Xinhua News Agency - CEIS Retrieved from http://search.proquest.com/docview/1398439733?accountid=31259 Sales, P. (2009). Women in drug markets: An intersectionality approach to a sociological theory of drug dealing (Order No. 3359562). Available from ProQuest Central. (304852400). Retrieved from http://search.proquest.com/docview/304852400?accountid=31259 RP's illegal drug problem second worst in asia, police report says. (1999).BusinessWorld, , 1. Retrieved from http://search.proquest.com/docview/233923262?accountid=31259 Vellinga, M. (2005). Illegal drugs, economy and society in the andes. Journal of Third World Studies, 22(2), 291-293. Retrieved from http://search.proquest.com/docview/233188811?accountid=31259 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/72518 |