• DocumentCode
    2268517
  • Title

    A Non-numerical Predictive Model for Asymmetric Analysis

  • Author

    Valenzuela, Michael L. ; Feng, Chuan ; Reddy, Praneel ; Momen, Faisal ; Rozenblit, Jerzy W. ; ten Eyck, Brian ; Szidarovszky, Ferenc

  • Author_Institution
    Dept. of ECE, Univ. of Arizona, Tucson, AZ, USA
  • fYear
    2010
  • fDate
    22-26 March 2010
  • Firstpage
    311
  • Lastpage
    315
  • Abstract
    Predicting asymmetric threats (e.g., terrorist events) is becoming ever more important. Prior works have focused on tactical, statistical, and data-fusion systems. The thrust of our work has been the development of a non-numerical predictive model for amplifying intelligence analysts´ recognition of emergent threats. The intelligence community uses a Template schema for assessing courses of action. Our predictive model processes non-numerical data to arrive at automated assessment and confidence scores for these Templates. The predictive model is traceable, transparent, and utilizes Human-in-the-Loop data-fusion. For future work, this predictive model will be further enhanced with behavioral filtering. Behavioral filtering adjusts the assessment and confidence of the predictions by intelligently evaluating characteristic behavioral data. This non-numerical predictive model has been tested and verified in the Asymmetric Threat Response and Analysis Program (ATRAP).
  • Keywords
    national security; security of data; sensor fusion; ATRAP; asymmetric analysis; asymmetric threat response and analysis program; automated assessment; behavioral filtering; data fusion system; human-in-the-loop data fusion; intelligence analysts recognition; nonnumerical predictive model; predictive model; statistical system; tactical system; template schema; Conferences; Data analysis; Filtering; Internet; Law enforcement; Predictive models; Systems engineering and theory; Terrorism; Testing; USA Councils; ATRAP; Data-Fusion; Non-Numerical; Prediction; Template;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering of Computer Based Systems (ECBS), 2010 17th IEEE International Conference and Workshops on
  • Conference_Location
    Oxford
  • Print_ISBN
    978-1-4244-6537-8
  • Electronic_ISBN
    978-1-4244-6538-5
  • Type

    conf

  • DOI
    10.1109/ECBS.2010.44
  • Filename
    5457756