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dc.contributor.authorMazumdar, Atanu
dc.contributor.authorOtayagich, Stefan
dc.contributor.authorMiettinen, Kaisa
dc.contributor.editorFieldsend, Jonathan E.
dc.date.accessioned2022-08-22T06:00:21Z
dc.date.available2022-08-22T06:00:21Z
dc.date.issued2022
dc.identifier.citationMazumdar, A., Otayagich, S., & Miettinen, K. (2022). Interactive evolutionary multiobjective optimization with modular physical user interface. In J. E. Fieldsend (Ed.), <i>GECCO '22 : Proceedings of the Genetic and Evolutionary Computation Conference Companion</i> (pp. 1835-1843). ACM. <a href="https://doi.org/10.1145/3520304.3534008" target="_blank">https://doi.org/10.1145/3520304.3534008</a>
dc.identifier.otherCONVID_150902650
dc.identifier.urihttps://jyx.jyu.fi/handle/123456789/82744
dc.description© 2022 Copyright held by the owner/author(s).
dc.description.abstractIncorporating the preferences of a domain expert, a decision-maker (DM), in solving multiobjective optimization problems increased in popularity in recent years. The DM can choose to use different types of preferences depending on his/her comfort, requirements, or the problem being solved. Most papers, where preference-based and interactive algorithms have been proposed, do not pay attention to the user interfaces and input devices. If they do, they use character or graphics-based preference input methods. We propose the option of using a physical or tactile input device that gives the DM a better sense of control over providing his/her preferences. However, off the shelf hardware devices are not tailored to solve multiobjective optimization problems and provide many controls that may increase the cognitive load on the DM. In this paper, we propose a fully modular physical user interface to input preference information for solving multiobjective optimization problems. The modularity allows to arrange each input module in various ways depending on the algorithm, DM’s requirements, or the problem being solved. The device can be used with any computer and uses web-based visualizations. We demonstrate the potential of the physical interface by solving a real-world problem with an interactive decomposition-based multiobjective evolutionary algorithm.en
dc.format.extent2345
dc.format.mimetypeapplication/pdf
dc.language.isoeng
dc.publisherACM
dc.relation.ispartofGECCO '22 : Proceedings of the Genetic and Evolutionary Computation Conference Companion
dc.rightsIn Copyright
dc.subject.otherpreference information
dc.subject.othermulticriteria decision making
dc.subject.otherdecision support
dc.subject.otherdecomposition-based MOEA
dc.subject.otherhuman machine interface
dc.subject.othertactile interface
dc.titleInteractive evolutionary multiobjective optimization with modular physical user interface
dc.typeconferenceObject
dc.identifier.urnURN:NBN:fi:jyu-202208224283
dc.contributor.laitosInformaatioteknologian tiedekuntafi
dc.contributor.laitosFaculty of Information Technologyen
dc.contributor.oppiaineLaskennallinen tiedefi
dc.contributor.oppiaineMultiobjective Optimization Groupfi
dc.contributor.oppiainePäätöksen teko monitavoitteisestifi
dc.contributor.oppiaineComputational Scienceen
dc.contributor.oppiaineMultiobjective Optimization Groupen
dc.contributor.oppiaineDecision analytics utilizing causal models and multiobjective optimizationen
dc.type.urihttp://purl.org/eprint/type/ConferencePaper
dc.relation.isbn978-1-4503-9268-6
dc.type.coarhttp://purl.org/coar/resource_type/c_5794
dc.description.reviewstatuspeerReviewed
dc.format.pagerange1835-1843
dc.type.versionacceptedVersion
dc.rights.copyright
dc.rights.accesslevelopenAccessfi
dc.relation.conferenceGenetic and Evolutionary Computation Conference
dc.subject.ysointeraktiivisuus
dc.subject.ysopäätöksenteko
dc.subject.ysopäätöksentukijärjestelmät
dc.subject.ysoalgoritmit
dc.subject.ysomonitavoiteoptimointi
dc.subject.ysotietojärjestelmät
dc.subject.ysoihminen-konejärjestelmät
dc.subject.ysokäyttöliittymät
dc.subject.ysoohjaimet
dc.subject.ysopäättäjät
dc.format.contentfulltext
jyx.subject.urihttp://www.yso.fi/onto/yso/p10823
jyx.subject.urihttp://www.yso.fi/onto/yso/p8743
jyx.subject.urihttp://www.yso.fi/onto/yso/p27803
jyx.subject.urihttp://www.yso.fi/onto/yso/p14524
jyx.subject.urihttp://www.yso.fi/onto/yso/p32016
jyx.subject.urihttp://www.yso.fi/onto/yso/p3927
jyx.subject.urihttp://www.yso.fi/onto/yso/p6680
jyx.subject.urihttp://www.yso.fi/onto/yso/p1295
jyx.subject.urihttp://www.yso.fi/onto/yso/p2876
jyx.subject.urihttp://www.yso.fi/onto/yso/p8741
dc.rights.urlhttp://rightsstatements.org/page/InC/1.0/?language=en
dc.relation.doi10.1145/3520304.3534008
dc.type.okmA4


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