Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space
| dc.contributor.author | Hakanen, Jussi | |
| dc.contributor.author | Malmberg, Jose | |
| dc.contributor.author | Ojalehto, Vesa | |
| dc.contributor.author | Eyvindson, Kyle | |
| dc.contributor.editor | Nicosia, Giuseppe | |
| dc.contributor.editor | Pardalos, Panos | |
| dc.contributor.editor | Giuffrida, Giovanni | |
| dc.contributor.editor | Umeton, Renato | |
| dc.contributor.editor | Sciacca, Vincenzo | |
| dc.date.accessioned | 2019-11-21T12:37:06Z | |
| dc.date.available | 2019-11-21T12:37:06Z | |
| dc.date.issued | 2019 | |
| dc.identifier.citation | Hakanen, J., Malmberg, J., Ojalehto, V., & Eyvindson, K. (2019). Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space. In G. Nicosia, P. Pardalos, G. Giuffrida, R. Umeton, & V. Sciacca (Eds.), <i>LOD 2018 : Machine Learning, Optimization, and Data Science. 4th International Conference, LOD 2018, Volterra, Italy, September 13-16, 2018, Revised Selected Papers</i> (pp. 104-115). Springer. Lecture Notes in Computer Science, 11331. <a href="https://doi.org/10.1007/978-3-030-13709-0_9" target="_blank">https://doi.org/10.1007/978-3-030-13709-0_9</a> | |
| dc.identifier.other | CONVID_28967579 | |
| dc.identifier.other | TUTKAID_80940 | |
| dc.identifier.uri | https://jyx.jyu.fi/handle/123456789/66476 | |
| dc.description.abstract | In this paper, a clustering based surrogate is proposed to be used in offline data-driven multiobjective optimization to reduce the size of the optimization problem in the decision space. The surrogate is combined with an interactive multiobjective optimization approach and it is applied to forest management planning with promising results. | en |
| dc.format.extent | 562 | |
| dc.format.mimetype | application/pdf | |
| dc.language.iso | eng | |
| dc.publisher | Springer | |
| dc.relation.ispartof | LOD 2018 : Machine Learning, Optimization, and Data Science. 4th International Conference, LOD 2018, Volterra, Italy, September 13-16, 2018, Revised Selected Papers | |
| dc.relation.ispartofseries | Lecture Notes in Computer Science | |
| dc.rights | In Copyright | |
| dc.subject.other | data-driven optimization | |
| dc.subject.other | surrogates | |
| dc.subject.other | clustering | |
| dc.subject.other | preference information | |
| dc.subject.other | decision maker | |
| dc.subject.other | boreal forest management | |
| dc.title | Data-Driven Interactive Multiobjective Optimization Using a Cluster-Based Surrogate in a Discrete Decision Space | |
| dc.type | conferenceObject | |
| dc.identifier.urn | URN:NBN:fi:jyu-201911214960 | |
| dc.contributor.laitos | Bio- ja ympäristötieteiden laitos | fi |
| dc.contributor.laitos | Informaatioteknologian tiedekunta | fi |
| dc.contributor.laitos | Department of Biological and Environmental Science | en |
| dc.contributor.laitos | Faculty of Information Technology | en |
| dc.contributor.oppiaine | Ekologia ja evoluutiobiologia | fi |
| dc.contributor.oppiaine | Tietotekniikka | fi |
| dc.contributor.oppiaine | Ecology and Evolutionary Biology | en |
| dc.contributor.oppiaine | Mathematical Information Technology | en |
| dc.type.uri | http://purl.org/eprint/type/ConferencePaper | |
| dc.date.updated | 2019-11-21T07:15:13Z | |
| dc.relation.isbn | 978-3-030-13708-3 | |
| dc.type.coar | http://purl.org/coar/resource_type/c_5794 | |
| dc.description.reviewstatus | peerReviewed | |
| dc.format.pagerange | 104-115 | |
| dc.relation.issn | 0302-9743 | |
| dc.relation.numberinseries | 11331 | |
| dc.type.version | acceptedVersion | |
| dc.rights.copyright | © Springer Nature Switzerland AG 2019 | |
| dc.rights.accesslevel | openAccess | fi |
| dc.relation.conference | International Conference on Machine Learning, Optimization, and Data Science | |
| dc.relation.grantnumber | 287496 | |
| dc.relation.grantnumber | 311877 | |
| dc.subject.yso | boreaalinen vyöhyke | |
| dc.subject.yso | klusterit | |
| dc.subject.yso | päätöksenteko | |
| dc.subject.yso | optimointi | |
| dc.subject.yso | metsänhoito | |
| dc.format.content | fulltext | |
| jyx.subject.uri | http://www.yso.fi/onto/yso/p16692 | |
| jyx.subject.uri | http://www.yso.fi/onto/yso/p18755 | |
| jyx.subject.uri | http://www.yso.fi/onto/yso/p8743 | |
| jyx.subject.uri | http://www.yso.fi/onto/yso/p13477 | |
| jyx.subject.uri | http://www.yso.fi/onto/yso/p7534 | |
| dc.rights.url | http://rightsstatements.org/page/InC/1.0/?language=en | |
| dc.relation.doi | 10.1007/978-3-030-13709-0_9 | |
| dc.relation.funder | Suomen Akatemia | fi |
| dc.relation.funder | Suomen Akatemia | fi |
| dc.relation.funder | Research Council of Finland | en |
| dc.relation.funder | Research Council of Finland | en |
| jyx.fundingprogram | Akatemiahanke, SA | fi |
| jyx.fundingprogram | Profilointi, SA | fi |
| jyx.fundingprogram | Academy Project, AoF | en |
| jyx.fundingprogram | Research profiles, AoF | en |
| jyx.fundinginformation | This research was supported by the Academy of Finland (projects no. 311877 and 287496) and is related to the thematic research area DEMO of the University of Jyväskylä. | |
| dc.type.okm | A4 |
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