A hybrid system of abductive tactical decision making

  • Authors:
  • Hongbin Wang;Todd R. Johnson;Jiajie Zhang

  • Affiliations:
  • School of Health Information Sciences, University of Texas Health Science Center at Houston, 7000 Fannin, Suite 600, Houston, TX 77030, USA (Corresponding author. Tel.: +1 713 500 3911/ Fax: +1 71 ...;School of Health Information Sciences, University of Texas Health Science Center at Houston, 7000 Fannin, Suite 600, Houston, TX 77030, USA;School of Health Information Sciences, University of Texas Health Science Center at Houston, 7000 Fannin, Suite 600, Houston, TX 77030, USA

  • Venue:
  • International Journal of Hybrid Intelligent Systems
  • Year:
  • 2006

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Abstract

One important aspect of intelligent decision making is to infer a best explanation for a set of observations, a process resembling abduction. In this paper, we report a hybrid system to simulate this process. Specifically, the system combines a symbolic Soar component for deliberate explanation generation and a connectionist UEcho component for implicit explanation evaluation. To evaluate the system, we trained the system to perform a tactical decision making task based on expert data in one scenario, and tested it on two novel scenarios. The implications of such hybrid systems are discussed.