FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2134290911> ?p ?o ?g. }

• W2134290911 endingPage "627" @default.
• W2134290911 startingPage "616" @default.
• W2134290911 abstract "Simulation has been widely used in modeling engineering systems. A metamodel is a surrogate model used to approximate a computationally expensive simulation model. Extensive research has investigated the performance of different metamodeling techniques in terms of accuracy and/or robustness and concluded no model outperforms others across diverse problem structures. Motivated by this finding, this research proposes a bi-criteria (accuracy and robustness) optimized ensemble framework to optimally identify the contributions from each metamodel (Kriging, Support Vector Regression and Radial Basis Function), where uncertainties are modeled for evaluating robustness. Twenty-eight functions from the literature are tested. It is observed for most problems, a Pareto Frontier is obtained, while for some problems only a single point is obtained. Seven geometrical and statistical metrics are introduced to explore the relationships between the function properties and the ensemble models. It is concluded that the bi-criteria optimized ensembles render not only accurate but also robust metamodels." @default.
• W2134290911 created "2016-06-24" @default.
• W2134290911 creator A5013826296 @default.
• W2134290911 creator A5025560682 @default.
• W2134290911 creator A5034285792 @default.
• W2134290911 creator A5069823101 @default.
• W2134290911 creator A5089704892 @default.
• W2134290911 date "2014-12-07" @default.
• W2134290911 modified "2023-10-03" @default.
• W2134290911 title "Accuracy vs. robustness: bi-criteria optimized ensemble of metamodels" @default.
• W2134290911 cites W1543403517 @default.
• W2134290911 cites W1554663460 @default.
• W2134290911 cites W1680392829 @default.
• W2134290911 cites W1966864823 @default.
• W2134290911 cites W1969524828 @default.
• W2134290911 cites W1974758710 @default.
• W2134290911 cites W1979236986 @default.
• W2134290911 cites W1986884571 @default.
• W2134290911 cites W2001842014 @default.
• W2134290911 cites W2034374737 @default.
• W2134290911 cites W2047626293 @default.
• W2134290911 cites W2048711666 @default.
• W2134290911 cites W2071204941 @default.
• W2134290911 cites W2079166250 @default.
• W2134290911 cites W2137226992 @default.
• W2134290911 cites W2137691477 @default.
• W2134290911 cites W2145680191 @default.
• W2134290911 cites W2153635508 @default.
• W2134290911 cites W2168350331 @default.
• W2134290911 cites W2595408825 @default.
• W2134290911 cites W2917884856 @default.
• W2134290911 cites W3029645440 @default.
• W2134290911 cites W2182761707 @default.
• W2134290911 doi "https://doi.org/10.5555/2693848.2693935" @default.
• W2134290911 hasPublicationYear "2014" @default.
• W2134290911 type Work @default.
• W2134290911 sameAs 2134290911 @default.
• W2134290911 citedByCount "0" @default.
• W2134290911 crossrefType "proceedings-article" @default.
• W2134290911 hasAuthorship W2134290911A5013826296 @default.
• W2134290911 hasAuthorship W2134290911A5025560682 @default.
• W2134290911 hasAuthorship W2134290911A5034285792 @default.
• W2134290911 hasAuthorship W2134290911A5069823101 @default.
• W2134290911 hasAuthorship W2134290911A5089704892 @default.
• W2134290911 hasConcept C104317684 @default.
• W2134290911 hasConcept C11413529 @default.
• W2134290911 hasConcept C119857082 @default.
• W2134290911 hasConcept C119898033 @default.
• W2134290911 hasConcept C12267149 @default.
• W2134290911 hasConcept C124101348 @default.
• W2134290911 hasConcept C126255220 @default.
• W2134290911 hasConcept C131675550 @default.
• W2134290911 hasConcept C137635306 @default.
• W2134290911 hasConcept C185592680 @default.
• W2134290911 hasConcept C199360897 @default.
• W2134290911 hasConcept C33923547 @default.
• W2134290911 hasConcept C41008148 @default.
• W2134290911 hasConcept C55493867 @default.
• W2134290911 hasConcept C63479239 @default.
• W2134290911 hasConcept C81692654 @default.
• W2134290911 hasConcept C86610423 @default.
• W2134290911 hasConceptScore W2134290911C104317684 @default.
• W2134290911 hasConceptScore W2134290911C11413529 @default.
• W2134290911 hasConceptScore W2134290911C119857082 @default.
• W2134290911 hasConceptScore W2134290911C119898033 @default.
• W2134290911 hasConceptScore W2134290911C12267149 @default.
• W2134290911 hasConceptScore W2134290911C124101348 @default.
• W2134290911 hasConceptScore W2134290911C126255220 @default.
• W2134290911 hasConceptScore W2134290911C131675550 @default.
• W2134290911 hasConceptScore W2134290911C137635306 @default.
• W2134290911 hasConceptScore W2134290911C185592680 @default.
• W2134290911 hasConceptScore W2134290911C199360897 @default.
• W2134290911 hasConceptScore W2134290911C33923547 @default.
• W2134290911 hasConceptScore W2134290911C41008148 @default.
• W2134290911 hasConceptScore W2134290911C55493867 @default.
• W2134290911 hasConceptScore W2134290911C63479239 @default.
• W2134290911 hasConceptScore W2134290911C81692654 @default.
• W2134290911 hasConceptScore W2134290911C86610423 @default.
• W2134290911 hasLocation W21342909111 @default.
• W2134290911 hasOpenAccess W2134290911 @default.
• W2134290911 hasPrimaryLocation W21342909111 @default.
• W2134290911 hasRelatedWork W1969411792 @default.
• W2134290911 hasRelatedWork W2015459991 @default.
• W2134290911 hasRelatedWork W2024992744 @default.
• W2134290911 hasRelatedWork W2079166250 @default.
• W2134290911 hasRelatedWork W2093145385 @default.
• W2134290911 hasRelatedWork W2103326358 @default.
• W2134290911 hasRelatedWork W2113759406 @default.
• W2134290911 hasRelatedWork W2118313156 @default.
• W2134290911 hasRelatedWork W2170856881 @default.
• W2134290911 hasRelatedWork W2184031089 @default.
• W2134290911 hasRelatedWork W2885733747 @default.
• W2134290911 hasRelatedWork W2899962859 @default.
• W2134290911 hasRelatedWork W2989777820 @default.
• W2134290911 hasRelatedWork W3007341285 @default.
• W2134290911 hasRelatedWork W3008010633 @default.
• W2134290911 hasRelatedWork W3013653597 @default.
• W2134290911 hasRelatedWork W3045313003 @default.

• next