About: On Bayes approach to optimization

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	In many real optimization problems we have not full information on the objective function and can afford to evaluate it at just a few points. Then, certain assumptions on the objective function must be done. This could be taken as a prior information in a Bayes scheme. The Bayes approach to optimization then offers the way of effective search for the extremal point. We describe the technique how to mapproach the optimum using the Gauss process or a regression-like models. In many real optimization problems we have not full information on the objective function and can afford to evaluate it at just a few points. Then, certain assumptions on the objective function must be done. This could be taken as a prior information in a Bayes scheme. The Bayes approach to optimization then offers the way of effective search for the extremal point. We describe the technique how to mapproach the optimum using the Gauss process or a regression-like models. (en)
Title	On Bayes approach to optimization On Bayes approach to optimization (en)
skos:prefLabel	On Bayes approach to optimization On Bayes approach to optimization (en)
skos:notation	RIV/67985556:_____/14:00431513!RIV15-GA0-67985556
http://linked.open...avai/riv/aktivita	I P
http://linked.open...avai/riv/aktivity	I, P(GA13-14445S)
http://linked.open...vai/riv/dodaniDat	2015
http://linked.open...aciTvurceVysledku	Volf, Petr
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	34241
http://linked.open...ai/riv/idVysledku	RIV/67985556:_____/14:00431513
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	optimization; Bayes method; nonparametric regression. (en)
http://linked.open.../riv/klicoveSlovo	Bayes method optimization nonparametric regression.
http://linked.open...ontrolniKodProRIV	[4F269C4DFF89]
http://linked.open...v/mistoKonaniAkce	Olomouc
http://linked.open...i/riv/mistoVydani	Olomouc
http://linked.open...i/riv/nazevZdroje	Proceedings of 32nd International Conference Mathematical Methods in Economics MME 2014
http://linked.open...in/vavai/riv/obor	BB
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...vavai/riv/projekt	Nové trendy ve stochastických ekonomických modelech za neurčitosti
http://linked.open...UplatneniVysledku	2014
http://linked.open...iv/tvurceVysledku	Volf, Petr
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2014-09-10 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Univerzita Palackého v Olomouci
https://schema.org/isbn	978-80-244-4209-9

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