Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285704211> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W4285704211 abstract "The goal of this paper is to characterize Gaussian-Process optimization in the setting where the function domain is large relative to the number of admissible function evaluations, i.e., where it is impossible to find the global optimum. We provide upper bounds on the suboptimality (Bayesian simple regret) of the solution found by optimization strategies that are closely related to the widely used expected improvement (EI) and upper confidence bound (UCB) algorithms. These regret bounds illuminate the relationship between the number of evaluations, the domain size (i.e. cardinality of finite domains / Lipschitz constant of the covariance function in continuous domains), and the optimality of the retrieved function value. In particular, we show that even when the number of evaluations is far too small to find the global optimum, we can find nontrivial function values (e.g. values that achieve a certain ratio with the optimal value)." @default.
- W4285704211 created "2022-07-18" @default.
- W4285704211 creator A5003040843 @default.
- W4285704211 creator A5028976996 @default.
- W4285704211 creator A5044005697 @default.
- W4285704211 date "2021-04-29" @default.
- W4285704211 modified "2023-09-27" @default.
- W4285704211 title "Regret Bounds for Gaussian-Process Optimization in Large Domains" @default.
- W4285704211 doi "https://doi.org/10.48550/arxiv.2104.14113" @default.
- W4285704211 hasPublicationYear "2021" @default.
- W4285704211 type Work @default.
- W4285704211 citedByCount "0" @default.
- W4285704211 crossrefType "posted-content" @default.
- W4285704211 hasAuthorship W4285704211A5003040843 @default.
- W4285704211 hasAuthorship W4285704211A5028976996 @default.
- W4285704211 hasAuthorship W4285704211A5044005697 @default.
- W4285704211 hasBestOaLocation W42857042111 @default.
- W4285704211 hasConcept C105795698 @default.
- W4285704211 hasConcept C111472728 @default.
- W4285704211 hasConcept C121332964 @default.
- W4285704211 hasConcept C124101348 @default.
- W4285704211 hasConcept C126255220 @default.
- W4285704211 hasConcept C134306372 @default.
- W4285704211 hasConcept C138885662 @default.
- W4285704211 hasConcept C14036430 @default.
- W4285704211 hasConcept C14646407 @default.
- W4285704211 hasConcept C163716315 @default.
- W4285704211 hasConcept C178650346 @default.
- W4285704211 hasConcept C199360897 @default.
- W4285704211 hasConcept C22324862 @default.
- W4285704211 hasConcept C2777027219 @default.
- W4285704211 hasConcept C2778049539 @default.
- W4285704211 hasConcept C2780586882 @default.
- W4285704211 hasConcept C28826006 @default.
- W4285704211 hasConcept C33923547 @default.
- W4285704211 hasConcept C36503486 @default.
- W4285704211 hasConcept C41008148 @default.
- W4285704211 hasConcept C50817715 @default.
- W4285704211 hasConcept C61326573 @default.
- W4285704211 hasConcept C62520636 @default.
- W4285704211 hasConcept C77553402 @default.
- W4285704211 hasConcept C78458016 @default.
- W4285704211 hasConcept C86803240 @default.
- W4285704211 hasConcept C87117476 @default.
- W4285704211 hasConceptScore W4285704211C105795698 @default.
- W4285704211 hasConceptScore W4285704211C111472728 @default.
- W4285704211 hasConceptScore W4285704211C121332964 @default.
- W4285704211 hasConceptScore W4285704211C124101348 @default.
- W4285704211 hasConceptScore W4285704211C126255220 @default.
- W4285704211 hasConceptScore W4285704211C134306372 @default.
- W4285704211 hasConceptScore W4285704211C138885662 @default.
- W4285704211 hasConceptScore W4285704211C14036430 @default.
- W4285704211 hasConceptScore W4285704211C14646407 @default.
- W4285704211 hasConceptScore W4285704211C163716315 @default.
- W4285704211 hasConceptScore W4285704211C178650346 @default.
- W4285704211 hasConceptScore W4285704211C199360897 @default.
- W4285704211 hasConceptScore W4285704211C22324862 @default.
- W4285704211 hasConceptScore W4285704211C2777027219 @default.
- W4285704211 hasConceptScore W4285704211C2778049539 @default.
- W4285704211 hasConceptScore W4285704211C2780586882 @default.
- W4285704211 hasConceptScore W4285704211C28826006 @default.
- W4285704211 hasConceptScore W4285704211C33923547 @default.
- W4285704211 hasConceptScore W4285704211C36503486 @default.
- W4285704211 hasConceptScore W4285704211C41008148 @default.
- W4285704211 hasConceptScore W4285704211C50817715 @default.
- W4285704211 hasConceptScore W4285704211C61326573 @default.
- W4285704211 hasConceptScore W4285704211C62520636 @default.
- W4285704211 hasConceptScore W4285704211C77553402 @default.
- W4285704211 hasConceptScore W4285704211C78458016 @default.
- W4285704211 hasConceptScore W4285704211C86803240 @default.
- W4285704211 hasConceptScore W4285704211C87117476 @default.
- W4285704211 hasLocation W42857042111 @default.
- W4285704211 hasOpenAccess W4285704211 @default.
- W4285704211 hasPrimaryLocation W42857042111 @default.
- W4285704211 hasRelatedWork W1492657231 @default.
- W4285704211 hasRelatedWork W1603156911 @default.
- W4285704211 hasRelatedWork W1721594286 @default.
- W4285704211 hasRelatedWork W1741715688 @default.
- W4285704211 hasRelatedWork W2965646832 @default.
- W4285704211 hasRelatedWork W2989935382 @default.
- W4285704211 hasRelatedWork W3033079545 @default.
- W4285704211 hasRelatedWork W3035563477 @default.
- W4285704211 hasRelatedWork W3158449558 @default.
- W4285704211 hasRelatedWork W4287760838 @default.
- W4285704211 isParatext "false" @default.
- W4285704211 isRetracted "false" @default.
- W4285704211 workType "article" @default.