SMAA methods and their applications: a literature review and future research directions

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dc.contributor.authorPelissari R.
dc.contributor.authorOliveira M.C.
dc.contributor.authorAmor S.B.
dc.contributor.authorKandakoglu A.
dc.contributor.authorHelleno A.L.
dc.date.accessioned2024-03-12T23:46:50Z
dc.date.available2024-03-12T23:46:50Z
dc.date.issued2020
dc.description.abstract© 2019, Springer Science+Business Media, LLC, part of Springer Nature.Stochastic multicriteria acceptability analysis (SMAA) is a family of multiple criteria decision making (MCDM) methods dealing with incomplete, imprecise, and uncertain information on the evaluations and preference model parameters. As it provides a general framework that has extensions to deal with various specificities in MCDM problems, the development of SMAA methods and their applications in real-life decision-making problems have been increased over the recent years. This paper provides an up-to-date literature review of different SMAA methods and their applications in various areas. First, we selected, from different on-line data base, 118 articles published between 1998 and 2017. We categorized the selected papers into theoretical and applied. While the theoretical papers were analyzed based on the method’s aggregation procedure, type of problem, type of method’s outputs and inputs, the applied papers were separated and analyzed by application areas. Then, we provide some descriptive statistics, analyzing the papers regarding to publication year and journals of publication. Finally, we provide some guidelines to assist decision-makers in the choice of a SMAA method on a specific decision-making context and some future research directions.
dc.description.firstpage433
dc.description.issuenumber2
dc.description.lastpage493
dc.description.volume293
dc.identifier.doi10.1007/s10479-019-03151-z
dc.identifier.issn1572-9338
dc.identifier.urihttps://dspace.mackenzie.br/handle/10899/34917
dc.relation.ispartofAnnals of Operations Research
dc.rightsAcesso Restrito
dc.subject.otherlanguageImprecision
dc.subject.otherlanguageMultiple criteria decision making (MCDM)
dc.subject.otherlanguageSimulation
dc.subject.otherlanguageStochastic multicriteria acceptability analysis (SMAA)
dc.subject.otherlanguageUncertainty
dc.titleSMAA methods and their applications: a literature review and future research directions
dc.typeArtigo
local.scopus.citations85
local.scopus.eid2-s2.0-85060933071
local.scopus.updated2024-05-01
local.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85060933071&origin=inward
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