FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3217003329> ?p ?o ?g. }

• W3217003329 abstract "Earth-observing satellite instruments obtain a massive number of observations every day. For example, tens of millions of sea surface temperature (SST) observations on a global scale are collected daily by the Moderate Resolution Imaging Spectroradiometer (MODIS) instrument. Despite their size, such datasets are incomplete and noisy, necessitating spatial statistical inference to obtain complete, high-resolution fields with quantified uncertainties. Such inference is challenging due to the high computational cost, the nonstationary behavior of environmental processes on a global scale, and land barriers affecting the dependence of SST. In this work, we develop a multi-resolution approximation (M-RA) of a Gaussian process (GP) whose nonstationary, global covariance function is obtained using local fits. The M-RA requires domain partitioning, which can be set up application-specifically. In the SST case, we partition the domain purposefully to account for and weaken dependence across land barriers. Our M-RA implementation is tailored to distributed-memory computation in high-performance-computing environments. We analyze a MODIS SST dataset consisting of more than 43 million observations, to our knowledge the largest dataset ever analyzed using a probabilistic GP model. We show that our nonstationary model based on local fits provides substantially improved predictive performance relative to a stationary approach." @default.
• W3217003329 created "2021-12-06" @default.
• W3217003329 creator A5014844829 @default.
• W3217003329 creator A5018409631 @default.
• W3217003329 creator A5038477614 @default.
• W3217003329 creator A5050498512 @default.
• W3217003329 date "2021-11-26" @default.
• W3217003329 modified "2023-09-23" @default.
• W3217003329 title "Nonstationary Spatial Modeling of Massive Global Satellite Data" @default.
• W3217003329 cites W146619314 @default.
• W3217003329 cites W1575130722 @default.
• W3217003329 cites W2004807582 @default.
• W3217003329 cites W2024547890 @default.
• W3217003329 cites W2025720061 @default.
• W3217003329 cites W2041178793 @default.
• W3217003329 cites W2326628520 @default.
• W3217003329 cites W2582743722 @default.
• W3217003329 cites W2799211855 @default.
• W3217003329 cites W2943240262 @default.
• W3217003329 cites W2955791628 @default.
• W3217003329 cites W2962868312 @default.
• W3217003329 cites W2963988678 @default.
• W3217003329 cites W2982549157 @default.
• W3217003329 cites W3042170094 @default.
• W3217003329 cites W3102144874 @default.
• W3217003329 cites W3114272883 @default.
• W3217003329 cites W3130768933 @default.
• W3217003329 cites W3130839954 @default.
• W3217003329 cites W3154070451 @default.
• W3217003329 cites W54587910 @default.
• W3217003329 doi "https://doi.org/10.48550/arxiv.2111.13428" @default.
• W3217003329 hasPublicationYear "2021" @default.
• W3217003329 type Work @default.
• W3217003329 sameAs 3217003329 @default.
• W3217003329 citedByCount "0" @default.
• W3217003329 crossrefType "posted-content" @default.
• W3217003329 hasAuthorship W3217003329A5014844829 @default.
• W3217003329 hasAuthorship W3217003329A5018409631 @default.
• W3217003329 hasAuthorship W3217003329A5038477614 @default.
• W3217003329 hasAuthorship W3217003329A5050498512 @default.
• W3217003329 hasBestOaLocation W32170033291 @default.
• W3217003329 hasConcept C11413529 @default.
• W3217003329 hasConcept C121332964 @default.
• W3217003329 hasConcept C124101348 @default.
• W3217003329 hasConcept C127313418 @default.
• W3217003329 hasConcept C127413603 @default.
• W3217003329 hasConcept C137250428 @default.
• W3217003329 hasConcept C146978453 @default.
• W3217003329 hasConcept C154945302 @default.
• W3217003329 hasConcept C163716315 @default.
• W3217003329 hasConcept C185142706 @default.
• W3217003329 hasConcept C19269812 @default.
• W3217003329 hasConcept C205649164 @default.
• W3217003329 hasConcept C2776214188 @default.
• W3217003329 hasConcept C2777007095 @default.
• W3217003329 hasConcept C2778755073 @default.
• W3217003329 hasConcept C39432304 @default.
• W3217003329 hasConcept C41008148 @default.
• W3217003329 hasConcept C45374587 @default.
• W3217003329 hasConcept C49937458 @default.
• W3217003329 hasConcept C58640448 @default.
• W3217003329 hasConcept C61326573 @default.
• W3217003329 hasConcept C62520636 @default.
• W3217003329 hasConcept C62649853 @default.
• W3217003329 hasConceptScore W3217003329C11413529 @default.
• W3217003329 hasConceptScore W3217003329C121332964 @default.
• W3217003329 hasConceptScore W3217003329C124101348 @default.
• W3217003329 hasConceptScore W3217003329C127313418 @default.
• W3217003329 hasConceptScore W3217003329C127413603 @default.
• W3217003329 hasConceptScore W3217003329C137250428 @default.
• W3217003329 hasConceptScore W3217003329C146978453 @default.
• W3217003329 hasConceptScore W3217003329C154945302 @default.
• W3217003329 hasConceptScore W3217003329C163716315 @default.
• W3217003329 hasConceptScore W3217003329C185142706 @default.
• W3217003329 hasConceptScore W3217003329C19269812 @default.
• W3217003329 hasConceptScore W3217003329C205649164 @default.
• W3217003329 hasConceptScore W3217003329C2776214188 @default.
• W3217003329 hasConceptScore W3217003329C2777007095 @default.
• W3217003329 hasConceptScore W3217003329C2778755073 @default.
• W3217003329 hasConceptScore W3217003329C39432304 @default.
• W3217003329 hasConceptScore W3217003329C41008148 @default.
• W3217003329 hasConceptScore W3217003329C45374587 @default.
• W3217003329 hasConceptScore W3217003329C49937458 @default.
• W3217003329 hasConceptScore W3217003329C58640448 @default.
• W3217003329 hasConceptScore W3217003329C61326573 @default.
• W3217003329 hasConceptScore W3217003329C62520636 @default.
• W3217003329 hasConceptScore W3217003329C62649853 @default.
• W3217003329 hasLocation W32170033291 @default.
• W3217003329 hasLocation W32170033292 @default.
• W3217003329 hasOpenAccess W3217003329 @default.
• W3217003329 hasPrimaryLocation W32170033291 @default.
• W3217003329 hasRelatedWork W1481661428 @default.
• W3217003329 hasRelatedWork W1964024921 @default.
• W3217003329 hasRelatedWork W1974103056 @default.
• W3217003329 hasRelatedWork W1990519390 @default.
• W3217003329 hasRelatedWork W2011320897 @default.
• W3217003329 hasRelatedWork W2037995797 @default.
• W3217003329 hasRelatedWork W2064580253 @default.
• W3217003329 hasRelatedWork W2080720302 @default.
• W3217003329 hasRelatedWork W2152351705 @default.

• next