Title :
CREDO: A military decision-support system based on credal networks
Author :
Antonucci, Alessandro ; Huber, Daniel ; Zaffalon, Marco ; Luginbuhl, Philippe ; Chapman, I. ; Ladouceur, Richard
Author_Institution :
IDSIA, Switzerland
Abstract :
A software tool especially designed for military domains to create and query decision-support systems is presented. Credal networks, which are Bayesian networks whose parameters have the freedom to vary in convex sets, are used to model the relations among the system variables. A novel elicitation procedure of these sets, which allows the military experts to report their knowledge by purely qualitative judgements, is proposed. Two high-level fusion procedures to cope with multiple experts in this framework are also derived. All these features are supported by the software and demonstrated in an application to space security tested during the last NATO multinational experiment.
Keywords :
belief networks; decision support systems; military computing; sensor fusion; software tools; Bayesian networks; CREDO; Credal networks; NATO multinational experiment; convex sets; elicitation procedure; high-level fusion procedures; military decision-support system; military domains; military experts; qualitative judgements; software tool; space security; system variables; Bayes methods; Decision support systems; Probabilistic logic; Software tools; Spread spectrum communication; Visualization;
Conference_Titel :
Information Fusion (FUSION), 2013 16th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-605-86311-1-3