Sensitivity Analysis of a Cognitive Architecture for the Cultural Geography Model

Abstract

The success of Irregular Warfare (IW) and Counterinsurgency Operations depends on the ability to influence the civilian population based on an understanding of their social and cultural backgrounds. The Cultural Geography (CG) model was developed by TRADOC Analysis Center - Monterey, to provide military commanders with a means to evaluate the impact of IW tactical operations on the civilian population. A prototype Cognitive Architecture module was added to improve the representation of human cognition for determining the population's behavioral responses. This thesis conducted a thorough sensitivity analysis on the Cognitive Architecture module in the CG model, using experimental design and statistical data analysis techniques, to obtain an assessment of its impact on the civilian population responses, in terms of their stances on key IW issues of concern. Significant single and pairwise interaction factors in the Cognitive Architecture that contribute to the civilians' issue stances were identified. The analysis revealed demographic stereotypes of population groups notably affected by the Cognitive Architecture. The results will help to streamline data collection efforts, and provide a useful methodology and dataset, to support verification and validation of the Cognitive Architecture. Future research will adapt the Cognitive Architecture across different scenarios, as it evolves with more features.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Dec 01, 2011
Accession Number
ADA556387

Entities

People

  • Kah H. Lee

Organizations

  • Naval Postgraduate School

Tags

Communities of Interest

  • Biomedical
  • Ground and Sea Platforms
  • Human Systems

DTIC Thesaurus Topics

  • Cognition
  • Cognitive Science
  • Data Analysis
  • Data Mining
  • Data Science
  • Experimental Design
  • Families (Human)
  • Game Theory
  • Geography
  • Health Services
  • Information Processing
  • Information Science
  • Military Commanders
  • Network Science
  • Psychology
  • Regression Analysis
  • Surveys

Readers

  • Military History / Militaries and War Studies
  • Software Engineering.
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.