Why do some individuals pick up arms as opposed to others who live under the same conditions? Environmental and group theories fail to differentiate between these individuals. In response, we apply the cognitive mapping approach and model violence as decisions based on chains of beliefs about various types of factors, including state aggression, access to violent groups, religion, and personal characteristics. Based on a double-paired comparison, data are constructed from ethnographic interviews with Muslim and non-Muslim individuals engaging in violent and nonviolent activity in authoritarian and democratic states—Egypt and Germany. The analysis develops a computational model formalizing the cognitive maps into Bayesian networks. In 477,604 runs, the model (1) identifies the beliefs connected to decisions, (2) traces inference chains antecedent to decisions, and (3) explores counterfactuals. This suggests that both violent and nonviolent activities are responses to state aggression, and not to Islam, group access, or personal characteristics.
AlbarracinDoloresMcNattPenny S.. 2005. “Maintenance and Decay of Past Behavior Influences: Anchoring Attitudes on Beliefs Following Inconsistent Actions.”Personality and Social Psychology Bulletin31 (6): 719–33.
2.
AltierMary Beth Ehrhardt. 2011. Voting for Violence. Dissertation submitted to the Department of Politics, Princeton, NJ: Princeton University.
3.
AshourOmar. 2007. “Lions Tamed? An Inquiry into the Causes of De-radicalization of Armed Islamist Movements: The Case of the Egyptian Islamic Group.”The Middle East Journal6 (4): 596–625.
4.
AtranScott. 2010. Talking to the Enemy. Faith, Brotherhood, and the (Un)Making of Terrorists. New York: HarperCollins.
5.
AxelrodRobert M.1976. Structure of Decision: The Cognitive Maps of Political Elites. Princeton, NJ: Princeton University Press.
6.
AxelrodRobert M.1984. The Evolution of Cooperation. New York: Basic Books.
7.
Bar-TalDaniel. 2000. Shared Beliefs in a Society: Social Psychological Analysis. Thousand Oaks, CA: Sage.
8.
BegganDominic M.2006. “State Repression and Political Violence: Insurgency in Northern Ireland.”International Journal on World Peace23 (4): 61–90.
9.
BhatiaNitinKapoorNamarta. 2011. “Fuzzy Cognitive Map based Approach for Software Quality Risk Analysis.”ACM SIGSOFT Software Engineering Notes36 (6): 1–9.
10.
BhavnaniRaviMiodownikDanChoiHyun J.. 2011. “Three Two Tango: Control and Violence in Israel, the West Bank, and Gaza.”Journal of Conflict Resolution55 (1): 133–58.
11.
BonhamMatthew G.SergeevVictor M.ParshinPavel B.. 1997. “The Limited Test-ban Agreement: Emergence of New Knowledge Structures in International Negotiation.”International Studies Quarterly41 (2): 215–40.
12.
CanettiDaphnaHobfollStevan E.PedahzurAmiZaidiseEran. 2010. “Much Ado about Religion: Religiosity, Resource Support, and Support for Political Violence.”Journal of Peace Research47 (5): 575–87.
13.
CrenshawMartha. 1981. “The Causes of Terrorism.”Comparative Politics13 (4): 379–99.
14.
DudouetVeronique. 2013. “Dynamics and Factors of Transition from Armed Struggle to Nonviolent Resistance.”Journal of Peace Research50 (3): 401–13.
15.
EaglyAlice H.ChaikenShelly. 1993. The Psychology of Attitudes. Orlando, FL: Harcourt Brace College Publishers.
16.
EndersWalterSandlerTodd. 2006. The Political Economy of Terrorism. Cambridge: Cambridge University Press.
17.
FearonJamesLaitinDavid. 2003. “Ethnicity, Insurgency, War.”American Political Science Review97 (1): 75–89.
18.
GansnerEmden R.NorthStephen C.. 2000. “An Open Graph Visualization System and Its Applications to Software Engineering.”Software Practice and Experience30
(11): 1203–33.
19.
HackerFrederick. 1976. Crusaders, Criminals, Crazies: Terror and Terrorism in our Time. New York: W. W. Norton.
20.
HorganJohnAltierMary Beth. 2012. “The Future of Terrorist De-radicalization Programs.”Georgetown Journal of International Affairs13:83–90.
21.
HorganJohnBraddockKurt. 2010. “Rehabilitating the Terrorists? Challenges in Assessing the Effectiveness of De-radicalization Programs.”Terrorism and Political Violence22 (2): 267–91.
22.
HuntingtonSamuel P.1993. “The Clash of Civilization?”Foreign Affairs72 (3): 22–49.
23.
JohnstonAlastair Iain. 1995. Cultural Realism: Strategic Culture and Grand Strategy in Chinese History. Princeton, NJ: Princeton University Press.
24.
KepelGilles. 2006. Jihad: The Trail of Political Islam. London: I. B. Tauris.
25.
KleinJonathan H.CooperDale F.. 1982. “Cognitive Maps of Decision-makers in a Complex Game.”The Journal of the Operational Research Society33 (1): 63–71.
26.
KollerDaphneFriedmanNir. 2009. Probabilistic Graphical Models: Principles and Techniques. Cambridge, MA: MIT Press.
McAdamDougTarrowSidneyTillyCharles. 2001. Dynamics of Contention. New York: Cambridge University Press.
33.
McDoomOmar Shahbudin. 2013. “Who Killed in Rwanda’s Genocide? Micro-space, Social Influence, and Individual Participation in Intergroup Violence.”Journal of Peace Research11:1–15.
34.
MiaoYuanMiaoChunyanTaoXueHongShenZhiqiLiuZhiQiang. 2010. “Transformation of Cognitive Maps.”Fuzzy Systems18 (1): 114–24.
35.
MurphyKevin. 2001. “Bayes Net Toolbox for MATLAB.”Computing Science and Statistics33:351–370.
36.
NadkarniSuchetaShenoyPrakash P.. 2001. “A Bayesian Network Approach to Making Inferences in Causal Maps.”European Journal of Operational Research128:479–98.
37.
NarayananV. K.ArmstrongDeborah J.. 2005. Causal Mapping for Research in Information Technology. London: Idea Group Inc.
38.
NemethStephen. 2014. “The Effect of Competition on Terrorist Group Operations.”Journal of Conflict Resolution58 (2): 336–62.
OskampStuartWesley SchultzP.. 2005. Attitudes and Opinions. 3rd ed. Mahwah, NJ: Lawrence Erlbaum Associates.
41.
PapageorgiouElpiniki I.2011. “A New Methodology for Decisions in Medical Informatics using Fuzzy Cognitive Maps based on Fuzzy Rule-extraction Techniques.”Applied Soft Computing11:500–513.
42.
PapeRobert A.2005. Dying to Win: The Strategic Logic of Suicide Terrorism. New York: Random House.
43.
PearlJudea. 2009. Causality: Models, Reasoning, and Inference. Cambridge: Cambridge University Press.
44.
PengZhenWuLifengYangBingru. 2011. “Fuzzy Cognitive Map Based on Multi-relationship.”Scientific Research and Essays6 (13): 2746–51.
45.
PetersButz. 2004. Toüdlicher Irrtum: die Geschichte der RAF. Berlin, Germany: Argon.
46.
PiazzaJames A.2011. “Poverty, Minority Ethnic Discrimination, and Domestic Terrorism.”Journal of Peace Research48 (3): 339–53.
47.
PostJerroldSprinzakEhudDennyLaurita. 2003. “The Terrorists in their Own Words: Interviews with Thirty-five Incarcerated Middle Eastern Terrorists.”Terrorism and Political Violence15:171–84.
48.
ReganPatrick M.HendersonErrol A.. 2002. “Democracy, Threats and Political Repression in Developing Countries: Are Democracies Internally Less Violent?”Third World Quarterly23 (1): 119–36.
SagemanMarc. 2004. Understanding Terror Networks. Philadelphia: University of Pennsylvania Press.
51.
SchrodtPhilip. 1995. Patterns, Rules and Learning: Computational Models of International Behavior. 2nd ed. Vinland, KS: Parus Analytical Systems.
52.
SearleJohn R.2001. Rationality in Action. Cambridge, MA: MIT Press.
53.
SolerLuciana S.KokKasperCamaraGilbertoVeldkampAntoine. 2011. “Using Fuzzy Cognitive Maps to Describe Current System Dynamics and Develop Land Cover Scenarios: A Case Study in the Brazilian Amazon.”Journal of Land Use Science7 (2): 1–27.
54.
SpradleyJames P.1979. The Ethnographic Interview. New York: Holt, Rinehart and Winston.
55.
StenningKeithvan LambalgenMichiel. 2008. Human Reasoning and Cognitive Science. Cambridge, MA: MIT Press.
56.
SternJessica. 2003. Terror in the Name of God. New York: HarperCollins Publishers.
57.
TapioTuomas. 2003. “The United States, European Union and the Development of Cooperation in Competition Policy. Measuring and Modeling Ideas in Foreign Economic Policy.” Doctoral thesis submitted to the Graduate Institute of International and Development Studies, Geneva.
58.
TarrowSidney. 1998. Power in Movement. Social Movements and Contentious Politics. 2nd ed. New York: Cambridge University Press.
59.
WillsTom J.CacucciFrancescaBurgessNeilO’KeefeJohn. 2010. “Development of the Hippocampal Cognitive Map in Prewneanling Rats.”Science328 (5985): 1573–76.
ZhangHelenShenGangJinDavid. 2011. “A Research Methodology Based on Design Science for the Construction of Cognitive Maps: The Case of a Chinese Steel Company’s Strategic Decision Making.”Advanced Materials Research204-10:2098–102.
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