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Dynamic Forecasting Conditional Probability of Bombing Attacks Based on Time‐Series and Intervention Analysis

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  • Shuying Li
  • Jun Zhuang
  • Shifei Shen

Abstract

In recent years, various types of terrorist attacks occurred, causing worldwide catastrophes. According to the Global Terrorism Database (GTD), among all attack tactics, bombing attacks happened most frequently, followed by armed assaults. In this article, a model for analyzing and forecasting the conditional probability of bombing attacks (CPBAs) based on time‐series methods is developed. In addition, intervention analysis is used to analyze the sudden increase in the time‐series process. The results show that the CPBA increased dramatically at the end of 2011. During that time, the CPBA increased by 16.0% in a two‐month period to reach the peak value, but still stays 9.0% greater than the predicted level after the temporary effect gradually decays. By contrast, no significant fluctuation can be found in the conditional probability process of armed assault. It can be inferred that some social unrest, such as America's troop withdrawal from Afghanistan and Iraq, could have led to the increase of the CPBA in Afghanistan, Iraq, and Pakistan. The integrated time‐series and intervention model is used to forecast the monthly CPBA in 2014 and through 2064. The average relative error compared with the real data in 2014 is 3.5%. The model is also applied to the total number of attacks recorded by the GTD between 2004 and 2014.

Suggested Citation

  • Shuying Li & Jun Zhuang & Shifei Shen, 2017. "Dynamic Forecasting Conditional Probability of Bombing Attacks Based on Time‐Series and Intervention Analysis," Risk Analysis, John Wiley & Sons, vol. 37(7), pages 1287-1297, July.
    • Handle: RePEc:wly:riskan:v:37:y:2017:i:7:p:1287-1297
    DOI: 10.1111/risa.12679
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    1. Kenneth T. Bogen & Edwin D. Jones, 2006. "Risks of Mortality and Morbidity from Worldwide Terrorism: 1968–2004," Risk Analysis, John Wiley & Sons, vol. 26(1), pages 45-59, February.
    2. Walter Enders & Todd Sandler, 2000. "Is Transnational Terrorism Becoming More Threatening?," Journal of Conflict Resolution, Peace Science Society (International), vol. 44(3), pages 307-332, June.
    3. Paul F. Deisler, 2002. "A Perspective: Risk Analysis as a Tool for Reducing the Risks of Terrorism," Risk Analysis, John Wiley & Sons, vol. 22(3), pages 405-413, June.
    4. Kjell Hausken & John F. Moxnes, 2005. "The Dynamics Of Crime And Punishment," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 16(11), pages 1701-1732.
    5. H. Rosoff & D. Von Winterfeldt, 2007. "A Risk and Economic Analysis of Dirty Bomb Attacks on the Ports of Los Angeles and Long Beach," Risk Analysis, John Wiley & Sons, vol. 27(3), pages 533-546, June.
    6. Charlinda Santifort & Todd Sandler & Patrick T Brandt, 2013. "Terrorist attack and target diversity," Journal of Peace Research, Peace Research Institute Oslo, vol. 50(1), pages 75-90, January.
    7. Enders, Walter & Sandler, Todd, 2000. "Is Transnational Terrorism Becoming More Threatening? A Time-Series Investigation," Staff General Research Papers Archive 1823, Iowa State University, Department of Economics.
    8. Yacov Y. Haimes & Thomas Longstaff, 2002. "The Role of Risk Analysis in the Protection of Critical Infrastructures Against Terrorism," Risk Analysis, John Wiley & Sons, vol. 22(3), pages 439-444, June.
    9. Hamid Mohtadi & Antu Panini Murshid, 2009. "Risk Analysis of Chemical, Biological, or Radionuclear Threats: Implications for Food Security," Risk Analysis, John Wiley & Sons, vol. 29(9), pages 1317-1335, September.
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