FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2510190756> ?p ?o ?g. }

• W2510190756 endingPage "101" @default.
• W2510190756 startingPage "93" @default.
• W2510190756 abstract "Modern digital data production methods, such as computer simulation and remote sensing, have vastly increased the size and complexity of data collected over spatial domains. Analysis of these large spatial datasets for scientific inquiry is typically carried out using the Gaussian process. However, nonstationary behavior and computational requirements for large spatial datasets can prohibit efficient implementation of Gaussian process models. To perform computationally feasible inference for large spatial data, we consider partitioning a spatial region into disjoint sets using hierarchical clustering of observations and finite differences as a measure of dissimilarity. Intuitively, directions with large finite differences indicate directions of rapid increase or decrease and are, therefore, appropriate for partitioning the spatial region. Spatial contiguity of the resulting clusters is enforced by only clustering Voronoi neighbors. Following spatial clustering, we propose a nonstationary Gaussian process model across the clusters, which allows the computational burden of model fitting to be distributed across multiple cores and nodes. The methodology is primarily motivated and illustrated by an application to the validation of digital temperature data over the city of Houston as well as simulated datasets. Supplementary materials for this article are available online." @default.
• W2510190756 created "2016-09-16" @default.
• W2510190756 creator A5005838379 @default.
• W2510190756 creator A5053904328 @default.
• W2510190756 creator A5089238369 @default.
• W2510190756 date "2017-01-02" @default.
• W2510190756 modified "2023-09-25" @default.
• W2510190756 title "Nonstationary Gaussian Process Models Using Spatial Hierarchical Clustering from Finite Differences" @default.
• W2510190756 cites W1524392826 @default.
• W2510190756 cites W1794957547 @default.
• W2510190756 cites W1966589748 @default.
• W2510190756 cites W1976520615 @default.
• W2510190756 cites W1982508956 @default.
• W2510190756 cites W1992597527 @default.
• W2510190756 cites W1998464209 @default.
• W2510190756 cites W2004807582 @default.
• W2510190756 cites W2006680776 @default.
• W2510190756 cites W2021557681 @default.
• W2510190756 cites W2052077920 @default.
• W2510190756 cites W2060517955 @default.
• W2510190756 cites W2070647937 @default.
• W2510190756 cites W2071332742 @default.
• W2510190756 cites W2071949631 @default.
• W2510190756 cites W2072063408 @default.
• W2510190756 cites W2074632788 @default.
• W2510190756 cites W2080006911 @default.
• W2510190756 cites W2087714905 @default.
• W2510190756 cites W2104240036 @default.
• W2510190756 cites W2106706098 @default.
• W2510190756 cites W2112540819 @default.
• W2510190756 cites W2124611503 @default.
• W2510190756 cites W2133305600 @default.
• W2510190756 cites W2144126515 @default.
• W2510190756 cites W2148830399 @default.
• W2510190756 cites W2498923140 @default.
• W2510190756 cites W4234745793 @default.
• W2510190756 cites W4235169531 @default.
• W2510190756 cites W5539457 @default.
• W2510190756 doi "https://doi.org/10.1080/00401706.2015.1102763" @default.
• W2510190756 hasPublicationYear "2017" @default.
• W2510190756 type Work @default.
• W2510190756 sameAs 2510190756 @default.
• W2510190756 citedByCount "39" @default.
• W2510190756 countsByYear W25101907562016 @default.
• W2510190756 countsByYear W25101907562017 @default.
• W2510190756 countsByYear W25101907562018 @default.
• W2510190756 countsByYear W25101907562019 @default.
• W2510190756 countsByYear W25101907562020 @default.
• W2510190756 countsByYear W25101907562021 @default.
• W2510190756 countsByYear W25101907562022 @default.
• W2510190756 countsByYear W25101907562023 @default.
• W2510190756 crossrefType "journal-article" @default.
• W2510190756 hasAuthorship W2510190756A5005838379 @default.
• W2510190756 hasAuthorship W2510190756A5053904328 @default.
• W2510190756 hasAuthorship W2510190756A5089238369 @default.
• W2510190756 hasConcept C105795698 @default.
• W2510190756 hasConcept C111919701 @default.
• W2510190756 hasConcept C11413529 @default.
• W2510190756 hasConcept C114614502 @default.
• W2510190756 hasConcept C121332964 @default.
• W2510190756 hasConcept C124101348 @default.
• W2510190756 hasConcept C154945302 @default.
• W2510190756 hasConcept C159620131 @default.
• W2510190756 hasConcept C163716315 @default.
• W2510190756 hasConcept C24881265 @default.
• W2510190756 hasConcept C2524010 @default.
• W2510190756 hasConcept C2776214188 @default.
• W2510190756 hasConcept C33923547 @default.
• W2510190756 hasConcept C41008148 @default.
• W2510190756 hasConcept C45340560 @default.
• W2510190756 hasConcept C61326573 @default.
• W2510190756 hasConcept C62520636 @default.
• W2510190756 hasConcept C68767595 @default.
• W2510190756 hasConcept C73555534 @default.
• W2510190756 hasConcept C98045186 @default.
• W2510190756 hasConceptScore W2510190756C105795698 @default.
• W2510190756 hasConceptScore W2510190756C111919701 @default.
• W2510190756 hasConceptScore W2510190756C11413529 @default.
• W2510190756 hasConceptScore W2510190756C114614502 @default.
• W2510190756 hasConceptScore W2510190756C121332964 @default.
• W2510190756 hasConceptScore W2510190756C124101348 @default.
• W2510190756 hasConceptScore W2510190756C154945302 @default.
• W2510190756 hasConceptScore W2510190756C159620131 @default.
• W2510190756 hasConceptScore W2510190756C163716315 @default.
• W2510190756 hasConceptScore W2510190756C24881265 @default.
• W2510190756 hasConceptScore W2510190756C2524010 @default.
• W2510190756 hasConceptScore W2510190756C2776214188 @default.
• W2510190756 hasConceptScore W2510190756C33923547 @default.
• W2510190756 hasConceptScore W2510190756C41008148 @default.
• W2510190756 hasConceptScore W2510190756C45340560 @default.
• W2510190756 hasConceptScore W2510190756C61326573 @default.
• W2510190756 hasConceptScore W2510190756C62520636 @default.
• W2510190756 hasConceptScore W2510190756C68767595 @default.
• W2510190756 hasConceptScore W2510190756C73555534 @default.
• W2510190756 hasConceptScore W2510190756C98045186 @default.
• W2510190756 hasIssue "1" @default.
• W2510190756 hasLocation W25101907561 @default.
• W2510190756 hasOpenAccess W2510190756 @default.

• next