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Behavior modeling from learning agents: sensitivity to objective function details
Örebro University, School of Science and Technology.
Örebro University, School of Science and Technology.ORCID iD: 0000-0002-1470-6288
2012 (English)In: Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012): volume 3 / [ed] Conitzer,Winikoff, Padgham, and van der Hoek, Richland SC: The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2012, p. 1335-1336Conference paper, Published paper (Refereed)
Abstract [en]

The process of finding the appropriate agent behavior is a cumbersome task – no matter whether it is for agent-based software or simulation models. Machine Learning can help by generating partial or preliminary versions of the agent low-level behavior. However, for actually being useful for the human modeler the results should be interpretable, which may require some post-processing step after the actual behavior learning. In this contribution we test the sensitivity of the resulting, interpretable behavior program with respect to parameters and components of the function that describes the intended behavior.

Place, publisher, year, edition, pages
Richland SC: The International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), 2012. p. 1335-1336
National Category
Computer Systems
Research subject
Computer and Systems Science
Identifiers
URN: urn:nbn:se:oru:diva-23808ISBN: 978-0-9817381-3-0 (print)OAI: oai:DiVA.org:oru-23808DiVA, id: diva2:538835
Conference
11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), 4-8 June 2012, Valencia, Spain
Available from: 2012-07-02 Created: 2012-07-02 Last updated: 2018-03-05Bibliographically approved

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Junges, RobertKlügl, Franziska

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CiteExportLink to record
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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