du.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • 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
Learning tactical human behavior through observation of human performance
Dalarna University, School of Technology and Business Studies, Computer Engineering.
2006 (English)In: IEEE transactions on systems, man and cybernetics. Part B. Cybernetics, ISSN 1083-4419, E-ISSN 1941-0492, Vol. 36, no 1, 128-140 p.Article in journal (Refereed) Published
Abstract [en]

It is widely accepted that the difficulty and expense involved in acquiring the knowledge behind tactical behaviors has been one limiting factor in the development of simulated agents representing adversaries and teammates in military and game simulations. Several researchers have addressed this problem with varying degrees of success. The problem mostly lies in the fact that tactical knowledge is difficult to elicit and represent through interactive sessions between the model developer and the subject matter expert. This paper describes a novel approach that employs genetic programming in conjunction with context-based reasoning to evolve tactical agents based upon automatic observation of a human performing a mission on a simulator. In this paper, we describe the process used to carry out the learning. A prototype was built to demonstrate feasibility and it is described herein. The prototype was rigorously and extensively tested. The evolved agents exhibited good fidelity to the observed human performance, as well as the capacity to generalize from it.

Place, publisher, year, edition, pages
2006. Vol. 36, no 1, 128-140 p.
Keyword [en]
context-based reasoning, human behavioral modeling, genetic programming, simulation
National Category
Computer and Information Science
Identifiers
URN: urn:nbn:se:du-17570DOI: 10.1109/TSMCB.2005.855568ISI: 000234882600011PubMedID: 16468572OAI: oai:DiVA.org:du-17570DiVA: diva2:814567
Available from: 2015-05-27 Created: 2015-05-26 Last updated: 2015-05-27Bibliographically approved

Open Access in DiVA

No full text

Other links

Publisher's full textPubMed

Search in DiVA

By author/editor
Gonzalez, A. J.
By organisation
Computer Engineering
In the same journal
IEEE transactions on systems, man and cybernetics. Part B. Cybernetics
Computer and Information Science

Search outside of DiVA

GoogleGoogle Scholar

Altmetric score

Total: 383 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • 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