CREDO: A military decision-support system based on credal networks

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.

[1]  Glenn Shafer,et al.  A Mathematical Theory of Evidence , 2020, A Mathematical Theory of Evidence.

[2]  Christian Genest,et al.  Combining Probability Distributions: A Critique and an Annotated Bibliography , 1986 .

[3]  Linda C. van der Gaag,et al.  Probabilistic Graphical Models , 2014, Lecture Notes in Computer Science.

[4]  Matthias C. M. Troffaes Decision making under uncertainty using imprecise probabilities , 2007, Int. J. Approx. Reason..

[5]  Paul K. Davis,et al.  Implications of Modern Decision Science for Military Decision-Support Systems , 2005 .

[6]  Giorgio Corani,et al.  Credal ensembles of classifiers , 2014, Comput. Stat. Data Anal..

[7]  Marco Zaffalon,et al.  Approximating Credal Network Inferences by Linear Programming , 2013, ECSQARU.

[8]  Alain Chateauneuf,et al.  Some Characterizations of Lower Probabilities and Other Monotone Capacities through the use of Möbius Inversion , 1989, Classic Works of the Dempster-Shafer Theory of Belief Functions.

[9]  P. Walley Statistical Reasoning with Imprecise Probabilities , 1990 .

[10]  Cassio Polpo de Campos,et al.  Decision Making by Credal Nets , 2011, 2011 Third International Conference on Intelligent Human-Machine Systems and Cybernetics.

[11]  W. Warmuth De Finetti, B.: Theory of Probability - A Critical Introductory Treatment, Volume 2. John Wiley & Sons, London-New York-Sydney-Toronto 1975. XIV, 375 S., £ 10.50 , 1977 .

[12]  Fabio Gagliardi Cozman,et al.  Credal networks , 2000, Artif. Intell..

[13]  Luis M. de Campos,et al.  Probability Intervals: a Tool for uncertain Reasoning , 1994, Int. J. Uncertain. Fuzziness Knowl. Based Syst..