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On the compatibility of uncertainty formalisms in multi-objective optimization
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information and Communication systems. Department of Computer and Systems Sciences, Stockholm University, Sweden .
Mid Sweden University, Faculty of Science, Technology and Media, Department of Information and Communication systems. Department of Computer and Systems Sciences, Stockholm University, Sweden .ORCID iD: 0000-0003-0310-0018
Department of Computer and Systems Sciences, Stockholm University, Sweden .
2014 (English)In: Frontiers in Artificial Intelligence and Applications, IOS Press, 2014, 48-58 p.Conference paper, Published paper (Refereed)
Abstract [en]

Multi-objective optimization is a way to manage multiple objectives in analytical decision support systems. However, for real-life problems, different types of uncertainty often become prominent when defining the model. In this paper, we analyze these different types of uncertainties and suggest a suitable typology for a decision process based upon multi-objective optimization models. Uncertainty analysis can be performed based on the proposed typology; therefore, this analysis provides the necessary support for a decision maker in the identification the crucial uncertainty in the decision process. © 2014 The authors and IOS Press. All rights reserved.

Place, publisher, year, edition, pages
IOS Press, 2014. 48-58 p.
Keyword [en]
Decision Process, Multi-Objective Optimization, Multiple Objectives, Uncertainty
National Category
Computer and Information Science
Identifiers
URN: urn:nbn:se:miun:diva-22624DOI: 10.3233/978-1-61499-405-3-48ISI: 000350149800005Scopus ID: 2-s2.0-84902303495Local ID: STCISBN: 9781614994046 (print)OAI: oai:DiVA.org:miun-22624DiVA: diva2:750087
Conference
Smart digital futures 2014; 18-20th June 2014; Crete, Greece
Note

Correspondence Address: Kalinina, M.; Department of Computer and Systems Sciences, Stockholm UniversitySweden

Available from: 2014-09-26 Created: 2014-08-20 Last updated: 2017-03-06Bibliographically approved

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CiteExportLink to record
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Cite
Citation style
  • apa
  • 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
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  • asciidoc
  • rtf