학술논문

Rebel with many causes: A computational model of insurgency
Document Type
Conference
Source
2012 IEEE International Conference on Intelligence and Security Informatics Intelligence and Security Informatics (ISI), 2012 IEEE International Conference on. :90-95 Jun, 2012
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
General Topics for Engineers
Automata
Sociology
Statistics
Computational modeling
Fuzzy cognitive maps
Economics
Government
Cellular Automata
Civil War
Complex Social Systems
Fuzzy Cognitive Maps
Terrorism Informatics
Language
Abstract
Attempts to model insurgency have suffered from several obstacles. Qualitative research may be vague and conflicting, while quantitative research is limited due to the difficulties of collecting sufficient data in war and inferring complex relationships. We propose an innovative combination of Fuzzy Cognitive Maps and Cellular Automata to capture this complexity. Our approach is computational, thus it can be used to develop a simulation platform in which military and political analysts can test scenarios. We take a step-by-step approach to illustrate the potential of our approach in a population-centric war, similar to the on-going campaign in Afghanistan. While the project still requires validation and improvement of the knowledge base by domain experts as well as construction of accurate simulation scenarios, this example fully specifies the general problem definition and the technical structure of the model.