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Implementation and integration of a Bayesian Network for prediction of tactical intention into a ground target simulator
University of Skövde, School of Humanities and Informatics.
University of Skövde, School of Humanities and Informatics.ORCID iD: 0000-0001-8884-2154
2006 (English)In: 9th International Conference on Information Fusion: IEEE ISIF, IEEE, 2006Conference paper, Published paper (Refereed)
Abstract [en]

Prediction of the enemy's intention is a main issue of threat analysis, and, hence, will be an important part of the C2-systems of tomorrow. A technique that can be useful for this kind of predictions is Bayesian networks (BNs). We have developed a BN for prediction of the enemy's tactical intention, and the implemented BN has been integrated into a ground target simulation framework. The general problem of how to find appropriate prior distributions for BNs has been addressed by developing a tool for data collection, which may make it easier to come up with appropriate prior distributions, by learning conditional probability tables from collected cases, i.e. parameter learning

Place, publisher, year, edition, pages
IEEE, 2006.
Keywords [en]
Bayesian Networks, conditional probability tables, impact assessment, parameter learning, threat analysis
National Category
Computer Sciences
Research subject
Technology
Identifiers
URN: urn:nbn:se:his:diva-1924DOI: 10.1109/ICIF.2006.301605ISI: 000245998000045Scopus ID: 2-s2.0-50149099190ISBN: 978-1-4244-0953-2 (print)OAI: oai:DiVA.org:his-1924DiVA, id: diva2:32200
Conference
9th International Conference on Information Fusion, ICIF '06, Florence, Italy, July 10-13, 2006
Note

ISBN: 0-9721844-6-5

Available from: 2007-09-21 Created: 2007-09-21 Last updated: 2020-08-13Bibliographically approved

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Johansson, FredrikFalkman, Göran

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CiteExportLink to record
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Citation style
  • apa
  • apa-cv
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf