FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100295837> ?p ?o ?g. }

• W3100295837 endingPage "20180083" @default.
• W3100295837 startingPage "20180083" @default.
• W3100295837 abstract "In statistical modeling with Gaussian Process regression, it has been shown that combining (few) high-fidelity data with (many) low-fidelity data can enhance prediction accuracy, compared to prediction based on the few high-fidelity data only. Such information fusion techniques for multifidelity data commonly approach the high-fidelity model $f_h(t)$ as a function of two variables $(t,y)$, and then using $f_l(t)$ as the $y$ data. More generally, the high-fidelity model can be written as a function of several variables $(t,y_1,y_2....)$; the low-fidelity model $f_l$ and, say, some of its derivatives, can then be substituted for these variables. In this paper, we will explore mathematical algorithms for multifidelity information fusion that use such an approach towards improving the representation of the high-fidelity function with only a few training data points. Given that $f_h$ may not be a simple function -- and sometimes not even a function -- of $f_l$, we demonstrate that using additional functions of $t$, such as derivatives or shifts of $f_l$, can drastically improve the approximation of $f_h$ through Gaussian Processes. We also point out a connection with embedology techniques from topology and dynamical systems." @default.
• W3100295837 created "2020-11-23" @default.
• W3100295837 creator A5005886655 @default.
• W3100295837 creator A5036566464 @default.
• W3100295837 creator A5040441675 @default.
• W3100295837 creator A5065128348 @default.
• W3100295837 date "2019-04-19" @default.
• W3100295837 modified "2023-10-16" @default.
• W3100295837 title "Linking Gaussian process regression with data-driven manifold embeddings for nonlinear data fusion" @default.
• W3100295837 cites W1505191356 @default.
• W3100295837 cites W1971681667 @default.
• W3100295837 cites W1972265435 @default.
• W3100295837 cites W1972777769 @default.
• W3100295837 cites W1977046327 @default.
• W3100295837 cites W1984391316 @default.
• W3100295837 cites W1985940938 @default.
• W3100295837 cites W2031365860 @default.
• W3100295837 cites W2040850257 @default.
• W3100295837 cites W2044359900 @default.
• W3100295837 cites W2070460788 @default.
• W3100295837 cites W2091515885 @default.
• W3100295837 cites W2134018006 @default.
• W3100295837 cites W2137219016 @default.
• W3100295837 cites W2138150818 @default.
• W3100295837 cites W2161444669 @default.
• W3100295837 cites W2323559714 @default.
• W3100295837 cites W2346778841 @default.
• W3100295837 cites W2465244584 @default.
• W3100295837 cites W2471063652 @default.
• W3100295837 cites W2490083709 @default.
• W3100295837 cites W2586140425 @default.
• W3100295837 cites W2586938721 @default.
• W3100295837 cites W2615620571 @default.
• W3100295837 cites W2734154781 @default.
• W3100295837 cites W2811199191 @default.
• W3100295837 cites W2901203181 @default.
• W3100295837 cites W2912759508 @default.
• W3100295837 cites W2950282260 @default.
• W3100295837 cites W4239340087 @default.
• W3100295837 cites W4253175466 @default.
• W3100295837 doi "https://doi.org/10.1098/rsfs.2018.0083" @default.
• W3100295837 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6501345" @default.
• W3100295837 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31065346" @default.
• W3100295837 hasPublicationYear "2019" @default.
• W3100295837 type Work @default.
• W3100295837 sameAs 3100295837 @default.
• W3100295837 citedByCount "22" @default.
• W3100295837 countsByYear W31002958372019 @default.
• W3100295837 countsByYear W31002958372020 @default.
• W3100295837 countsByYear W31002958372021 @default.
• W3100295837 countsByYear W31002958372022 @default.
• W3100295837 countsByYear W31002958372023 @default.
• W3100295837 crossrefType "journal-article" @default.
• W3100295837 hasAuthorship W3100295837A5005886655 @default.
• W3100295837 hasAuthorship W3100295837A5036566464 @default.
• W3100295837 hasAuthorship W3100295837A5040441675 @default.
• W3100295837 hasAuthorship W3100295837A5065128348 @default.
• W3100295837 hasBestOaLocation W31002958371 @default.
• W3100295837 hasConcept C105795698 @default.
• W3100295837 hasConcept C11413529 @default.
• W3100295837 hasConcept C119857082 @default.
• W3100295837 hasConcept C121332964 @default.
• W3100295837 hasConcept C124101348 @default.
• W3100295837 hasConcept C14036430 @default.
• W3100295837 hasConcept C154945302 @default.
• W3100295837 hasConcept C163716315 @default.
• W3100295837 hasConcept C17744445 @default.
• W3100295837 hasConcept C199539241 @default.
• W3100295837 hasConcept C21080849 @default.
• W3100295837 hasConcept C2776359362 @default.
• W3100295837 hasConcept C2776459999 @default.
• W3100295837 hasConcept C33923547 @default.
• W3100295837 hasConcept C33954974 @default.
• W3100295837 hasConcept C41008148 @default.
• W3100295837 hasConcept C61326573 @default.
• W3100295837 hasConcept C62520636 @default.
• W3100295837 hasConcept C76155785 @default.
• W3100295837 hasConcept C78458016 @default.
• W3100295837 hasConcept C81692654 @default.
• W3100295837 hasConcept C83546350 @default.
• W3100295837 hasConcept C86803240 @default.
• W3100295837 hasConcept C94625758 @default.
• W3100295837 hasConceptScore W3100295837C105795698 @default.
• W3100295837 hasConceptScore W3100295837C11413529 @default.
• W3100295837 hasConceptScore W3100295837C119857082 @default.
• W3100295837 hasConceptScore W3100295837C121332964 @default.
• W3100295837 hasConceptScore W3100295837C124101348 @default.
• W3100295837 hasConceptScore W3100295837C14036430 @default.
• W3100295837 hasConceptScore W3100295837C154945302 @default.
• W3100295837 hasConceptScore W3100295837C163716315 @default.
• W3100295837 hasConceptScore W3100295837C17744445 @default.
• W3100295837 hasConceptScore W3100295837C199539241 @default.
• W3100295837 hasConceptScore W3100295837C21080849 @default.
• W3100295837 hasConceptScore W3100295837C2776359362 @default.
• W3100295837 hasConceptScore W3100295837C2776459999 @default.
• W3100295837 hasConceptScore W3100295837C33923547 @default.
• W3100295837 hasConceptScore W3100295837C33954974 @default.
• W3100295837 hasConceptScore W3100295837C41008148 @default.

• next