A Bayesian Decision Model for Battle Damage Assessment - Couverture souple

Franzen, Daniel W

 
9781025087412: A Bayesian Decision Model for Battle Damage Assessment

Synopsis

Operations since Desert Storm continue to point out weaknesses. We present a review of the Phase I BDA decision, or physical damage assessment, and model the decision process using a Bayesian belief network. Through subject matter expert (i.e., the targeteers) elicitation sessions, imagery was found to be critically important to the BDA process yet this information is generally not retained. This use of "perfect information" is delineated in the BDA process models. We proposed a methodology based on Bayesian belief networks for incorporating this perfect information. We demonstrate the Bayesian belief network's capability to update conditional probability distributions using data generated in real world operations. This capability allows the network's conditional distributions to evolve, increasing model accuracy and reducing uncertainty in the decision.

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Autres éditions populaires du même titre

9781249579243: A Bayesian Decision Model for Battle Damage Assessment

Edition présentée

ISBN 10 :  1249579244 ISBN 13 :  9781249579243
Editeur : Biblioscholar, 2012
Couverture souple