Erregistro soila

dc.rights.licenseAttribution-ShareAlike 4.0 International*
dc.contributor.authorRoman Txopitea, Ibai
dc.contributor.otherSantana, Roberto
dc.contributor.otherMendiburu, Alexander
dc.contributor.otherLozano, Jose A.
dc.date.accessioned2022-10-26T09:39:42Z
dc.date.available2022-10-26T09:39:42Z
dc.date.issued2015
dc.identifier.isbn978-84-8438-539-4en
dc.identifier.otherhttps://katalogoa.mondragon.edu/janium-bin/janium_login_opac.pl?find&ficha_no=167350en
dc.identifier.urihttps://hdl.handle.net/20.500.11984/5771
dc.description.abstractIn Bayesian Optimization, when using a Gaussian Process prior, some kernels adapt better than others to the objective function. This research evaluates the possibility of dynamically changing the kernel function based on the probability of improvement. Five kernel selection strategies are proposed and tested in well known synthetic functions. According to our preliminary experiments, these methods can improve the e ciency of the search when the best kernel for the problem is unknown.en
dc.description.abstractOptimizazio Bayesiarra Prozesu Gaussiarren bitartez egiten denean, kernel batzuk beste batzuk baino hobeto egokitzen dira helburu-funtziora. Lan honetan, kernel hauek dinamikoki aldatzeko aukera aztertu dugu, hobekuntza-probabilitatean oinarriturik. Kernelen hautaketa aurrera eramateko bost irizpide aurkeztu eta helburu-funtzio ezagunen bidez ebaluatu ditugu. Lortutako emaitzen arabera, irizpide hauek algoritmoaren errendimendua hobetzen dute kernel egokiena aurretiaz ezezaguna denean.eu
dc.language.isoeusen
dc.publisherUEUen
dc.rights© 2015 Egileaken
dc.rights.urihttp://creativecommons.org/licenses/by-sa/4.0/*
dc.subjectOptimizazio Bayesiarraeu
dc.subjectProzesu Gaussiarrakeu
dc.subjectOptimizazio Orokorraeu
dc.subjectBayesian optimizationen
dc.subjectGaussian Processen
dc.subjectGlobal Optimizationen
dc.titleKernel hautapen dinamikoa Optimizazio Bayesiarreanen
dcterms.accessRightshttp://purl.org/coar/access_right/c_abf2en
dcterms.sourceI. Ikergazte: Nazioarteko ikerketa euskaraz. Kongresuko artikulu-bildumaen
local.description.peerreviewedtrueen
local.description.publicationfirstpage690en
local.description.publicationlastpage695en
local.identifier.doihttps://dx.doi.org/10.26876/ikergazte.i.95en
local.contributor.otherinstitutionhttps://ror.org/000xsnr85es
oaire.format.mimetypeapplication/pdf
oaire.file$DSPACE\assetstore
oaire.resourceTypehttp://purl.org/coar/resource_type/c_c94fen
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85en


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Erregistro soila

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