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Behavioral Modeling of Adversaries with Multiple Objectives in Counterterrorism

Author

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  • Dogucan Mazicioglu
  • Jason R. W. Merrick

Abstract

Attacker/defender models have primarily assumed that each decisionmaker optimizes the cost of the damage inflicted and its economic repercussions from their own perspective. Two streams of recent research have sought to extend such models. One stream suggests that it is more realistic to consider attackers with multiple objectives, but this research has not included the adaption of the terrorist with multiple objectives to defender actions. The other stream builds off experimental studies that show that decisionmakers deviate from optimal rational behavior. In this article, we extend attacker/defender models to incorporate multiple objectives that a terrorist might consider in planning an attack. This includes the tradeoffs that a terrorist might consider and their adaption to defender actions. However, we must also consider experimental evidence of deviations from the rationality assumed in the commonly used expected utility model in determining such adaption. Thus, we model the attacker's behavior using multiattribute prospect theory to account for the attacker's multiple objectives and deviations from rationality. We evaluate our approach by considering an attacker with multiple objectives who wishes to smuggle radioactive material into the United States and a defender who has the option to implement a screening process to hinder the attacker. We discuss the problems with implementing such an approach, but argue that research in this area must continue to avoid misrepresenting terrorist behavior in determining optimal defensive actions.

Suggested Citation

  • Dogucan Mazicioglu & Jason R. W. Merrick, 2018. "Behavioral Modeling of Adversaries with Multiple Objectives in Counterterrorism," Risk Analysis, John Wiley & Sons, vol. 38(5), pages 962-977, May.
  • Handle: RePEc:wly:riskan:v:38:y:2018:i:5:p:962-977
    DOI: 10.1111/risa.12898
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    1. Han Bleichrodt & Ulrich Schmidt & Horst Zank, 2009. "Additive Utility in Prospect Theory," Management Science, INFORMS, vol. 55(5), pages 863-873, May.
    2. Gerald G. Brown & Louis Anthony (Tony) Cox, Jr., 2011. "How Probabilistic Risk Assessment Can Mislead Terrorism Risk Analysts," Risk Analysis, John Wiley & Sons, vol. 31(2), pages 196-204, February.
    3. Niyazi Onur Bakır, 2008. "A Decision Tree Model for Evaluating Countermeasures to Secure Cargo at United States Southwestern Ports of Entry," Decision Analysis, INFORMS, vol. 5(4), pages 230-248, December.
    4. Chateauneuf, Alain & Eichberger, Jurgen & Grant, Simon, 2007. "Choice under uncertainty with the best and worst in mind: Neo-additive capacities," Journal of Economic Theory, Elsevier, vol. 137(1), pages 538-567, November.
    5. Joseph B. Kadane & Patrick D. Larkey, 1982. "Subjective Probability and the Theory of Games," Management Science, INFORMS, vol. 28(2), pages 113-120, February.
    6. Vicki Bier & Santiago Oliveros & Larry Samuelson, 2007. "Choosing What to Protect: Strategic Defensive Allocation against an Unknown Attacker," Journal of Public Economic Theory, Association for Public Economic Theory, vol. 9(4), pages 563-587, August.
    7. Geoffrey Heal & Howard Kunreuther, 2005. "IDS Models of Airline Security," Journal of Conflict Resolution, Peace Science Society (International), vol. 49(2), pages 201-217, April.
    8. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    9. Ali E. Abbas & David E. Bell, 2012. "METHODS---One-Switch Conditions for Multiattribute Utility Functions," Operations Research, INFORMS, vol. 60(5), pages 1199-1212, October.
    10. Gregory S. Parnell & Christopher M. Smith & Frederick I. Moxley, 2010. "Intelligent Adversary Risk Analysis: A Bioterrorism Risk Management Model," Risk Analysis, John Wiley & Sons, vol. 30(1), pages 32-48, January.
    11. McKelvey Richard D. & Palfrey Thomas R., 1995. "Quantal Response Equilibria for Normal Form Games," Games and Economic Behavior, Elsevier, vol. 10(1), pages 6-38, July.
    12. John M. Miyamoto & Peter Wakker, 1996. "Multiattribute Utility Theory Without Expected Utility Foundations," Operations Research, INFORMS, vol. 44(2), pages 313-326, April.
    13. Ali E. Abbas, 2009. "Multiattribute Utility Copulas," Operations Research, INFORMS, vol. 57(6), pages 1367-1383, December.
    14. Jun Zhuang & Vicki M. Bier, 2007. "Balancing Terrorism and Natural Disasters---Defensive Strategy with Endogenous Attacker Effort," Operations Research, INFORMS, vol. 55(5), pages 976-991, October.
    15. Detlof von Winterfeldt & Terrence M. O'Sullivan, 2006. "Should We Protect Commercial Airplanes Against Surface-to-Air Missile Attacks by Terrorists?," Decision Analysis, INFORMS, vol. 3(2), pages 63-75, June.
    16. Jason Merrick & Gregory S. Parnell, 2011. "A Comparative Analysis of PRA and Intelligent Adversary Methods for Counterterrorism Risk Management," Risk Analysis, John Wiley & Sons, vol. 31(9), pages 1488-1510, September.
    17. Samuel D. Bond & Kurt A. Carlson & Ralph L. Keeney, 2010. "Improving the Generation of Decision Objectives," Decision Analysis, INFORMS, vol. 7(3), pages 238-255, September.
    18. Peter C. Fishburn, 1984. "Multiattribute Nonlinear Utility Theory," Management Science, INFORMS, vol. 30(11), pages 1301-1310, November.
    19. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, Oxford University Press, vol. 69(1), pages 99-118.
    20. Ali E. Abbas, 2011. "The Multiattribute Utility Tree," Decision Analysis, INFORMS, vol. 8(3), pages 180-205, September.
    21. Joseph B. Kadane & Patrick D. Larkey, 1983. "The Confusion of Is and Ought in Game Theoretic Contexts," Management Science, INFORMS, vol. 29(12), pages 1365-1379, December.
    22. Gregory L. Keeney & Detlof von Winterfeldt, 2010. "Identifying and Structuring the Objectives of Terrorists," Risk Analysis, John Wiley & Sons, vol. 30(12), pages 1803-1816, December.
    23. Kahneman, Daniel & Tversky, Amos, 1979. "Prospect Theory: An Analysis of Decision under Risk," Econometrica, Econometric Society, vol. 47(2), pages 263-291, March.
    24. Kunreuther, Howard & Heal, Geoffrey, 2003. "Interdependent Security," Journal of Risk and Uncertainty, Springer, vol. 26(2-3), pages 231-249, March-May.
    25. Ralph L. Keeney, 2013. "Foundations for Group Decision Analysis," Decision Analysis, INFORMS, vol. 10(2), pages 103-120, June.
    26. Han Bleichrodt & John Miyamoto, 2003. "A Characterization of Quality-Adjusted Life-Years Under Cumulative Prospect Theory," Mathematics of Operations Research, INFORMS, vol. 28(1), pages 181-193, February.
    27. Aurélien Baillon & Han Bleichrodt & Umut Keskin & Olivier L'Haridon & Author-Name: Chen Li, 2013. "Learning under ambiguity: An experiment using initial public offerings on a stock market," Economics Working Paper Archive (University of Rennes 1 & University of Caen) 201331, Center for Research in Economics and Management (CREM), University of Rennes 1, University of Caen and CNRS.
    28. Horst Zank, 2001. "Cumulative Prospect Theory for Parametric and Multiattribute Utilities," Mathematics of Operations Research, INFORMS, vol. 26(1), pages 67-81, February.
    29. Jason R. W. Merrick & Philip Leclerc, 2016. "Modeling Adversaries in Counterterrorism Decisions Using Prospect Theory," Risk Analysis, John Wiley & Sons, vol. 36(4), pages 681-693, April.
    30. Tianjun Feng & L. Robin Keller, 2006. "A Multiple-Objective Decision Analysis for Terrorism Protection: Potassium Iodide Distribution in Nuclear Incidents," Decision Analysis, INFORMS, vol. 3(2), pages 76-93, June.
    31. Insua, Insua Rios & Rios, Jesus & Banks, David, 2009. "Adversarial Risk Analysis," Journal of the American Statistical Association, American Statistical Association, vol. 104(486), pages 841-854.
    32. Bier, Vicki M. & Gratz, Eli R. & Haphuriwat, Naraphorn J. & Magua, Wairimu & Wierzbicki, Kevin R., 2007. "Methodology for identifying near-optimal interdiction strategies for a power transmission system," Reliability Engineering and System Safety, Elsevier, vol. 92(9), pages 1155-1161.
    33. Jason R. W. Merrick & Laura A. McLay, 2010. "Is Screening Cargo Containers for Smuggled Nuclear Threats Worthwhile?," Decision Analysis, INFORMS, vol. 7(2), pages 155-171, June.
    34. Shan, Xiaojun & Zhuang, Jun, 2013. "Hybrid defensive resource allocations in the face of partially strategic attackers in a sequential defender–attacker game," European Journal of Operational Research, Elsevier, vol. 228(1), pages 262-272.
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