Matches in SemOpenAlex for { <https://semopenalex.org/work/W3035607687> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3035607687 abstract "Gaussian process is one of the most popular non-parametric Bayesian methodologies for modeling the regression problem. It is completely determined by its mean and covariance functions. And its linear property makes it relatively straightforward to solve the prediction problem. Although Gaussian process has been successfully applied in many fields, it is still not enough to deal with physical systems that satisfy inequality constraints. This issue has been addressed by the so-called constrained Gaussian process in recent years. In this paper, we extend the core ideas of constrained Gaussian process. According to the range of training or test data, we redefine the hat basis functions mentioned in the constrained Gaussian process. Based on hat basis functions, we propose a new sparse Gaussian process method to solve the unconstrained regression problem. Similar to the exact Gaussian process and Gaussian process with Fully Independent Training Conditional approximation, our method obtains satisfactory approximate results on open-source datasets or analytical functions. In terms of performance, the proposed method reduces the overall computational complexity from $O(n^{3})$ computation in exact Gaussian process to $O(nm^{2})$ with $m$ hat basis functions and $n$ training data points." @default.
- W3035607687 created "2020-06-19" @default.
- W3035607687 creator A5010467569 @default.
- W3035607687 creator A5035637790 @default.
- W3035607687 creator A5040751162 @default.
- W3035607687 creator A5052267876 @default.
- W3035607687 creator A5068480671 @default.
- W3035607687 creator A5080033231 @default.
- W3035607687 date "2020-06-14" @default.
- W3035607687 modified "2023-09-26" @default.
- W3035607687 title "Sparse Gaussian Process Based On Hat Basis Functions" @default.
- W3035607687 cites W1571870753 @default.
- W3035607687 cites W1581043462 @default.
- W3035607687 cites W1746819321 @default.
- W3035607687 cites W2085893390 @default.
- W3035607687 cites W2146766088 @default.
- W3035607687 cites W2763914732 @default.
- W3035607687 cites W2792234183 @default.
- W3035607687 cites W2794011399 @default.
- W3035607687 cites W2949644579 @default.
- W3035607687 cites W2959724594 @default.
- W3035607687 cites W2963160885 @default.
- W3035607687 cites W2963161900 @default.
- W3035607687 cites W2963965506 @default.
- W3035607687 cites W2964029376 @default.
- W3035607687 cites W2970677936 @default.
- W3035607687 cites W3102401271 @default.
- W3035607687 cites W3103364054 @default.
- W3035607687 cites W61851564 @default.
- W3035607687 cites W824892955 @default.
- W3035607687 doi "https://doi.org/10.48550/arxiv.2006.08117" @default.
- W3035607687 hasPublicationYear "2020" @default.
- W3035607687 type Work @default.
- W3035607687 sameAs 3035607687 @default.
- W3035607687 citedByCount "0" @default.
- W3035607687 crossrefType "posted-content" @default.
- W3035607687 hasAuthorship W3035607687A5010467569 @default.
- W3035607687 hasAuthorship W3035607687A5035637790 @default.
- W3035607687 hasAuthorship W3035607687A5040751162 @default.
- W3035607687 hasAuthorship W3035607687A5052267876 @default.
- W3035607687 hasAuthorship W3035607687A5068480671 @default.
- W3035607687 hasAuthorship W3035607687A5080033231 @default.
- W3035607687 hasBestOaLocation W30356076871 @default.
- W3035607687 hasConcept C105795698 @default.
- W3035607687 hasConcept C11413529 @default.
- W3035607687 hasConcept C119857082 @default.
- W3035607687 hasConcept C121332964 @default.
- W3035607687 hasConcept C12426560 @default.
- W3035607687 hasConcept C126255220 @default.
- W3035607687 hasConcept C134306372 @default.
- W3035607687 hasConcept C163716315 @default.
- W3035607687 hasConcept C178650346 @default.
- W3035607687 hasConcept C2524010 @default.
- W3035607687 hasConcept C28826006 @default.
- W3035607687 hasConcept C33923547 @default.
- W3035607687 hasConcept C41008148 @default.
- W3035607687 hasConcept C51267290 @default.
- W3035607687 hasConcept C5917680 @default.
- W3035607687 hasConcept C61326573 @default.
- W3035607687 hasConcept C62520636 @default.
- W3035607687 hasConcept C81692654 @default.
- W3035607687 hasConceptScore W3035607687C105795698 @default.
- W3035607687 hasConceptScore W3035607687C11413529 @default.
- W3035607687 hasConceptScore W3035607687C119857082 @default.
- W3035607687 hasConceptScore W3035607687C121332964 @default.
- W3035607687 hasConceptScore W3035607687C12426560 @default.
- W3035607687 hasConceptScore W3035607687C126255220 @default.
- W3035607687 hasConceptScore W3035607687C134306372 @default.
- W3035607687 hasConceptScore W3035607687C163716315 @default.
- W3035607687 hasConceptScore W3035607687C178650346 @default.
- W3035607687 hasConceptScore W3035607687C2524010 @default.
- W3035607687 hasConceptScore W3035607687C28826006 @default.
- W3035607687 hasConceptScore W3035607687C33923547 @default.
- W3035607687 hasConceptScore W3035607687C41008148 @default.
- W3035607687 hasConceptScore W3035607687C51267290 @default.
- W3035607687 hasConceptScore W3035607687C5917680 @default.
- W3035607687 hasConceptScore W3035607687C61326573 @default.
- W3035607687 hasConceptScore W3035607687C62520636 @default.
- W3035607687 hasConceptScore W3035607687C81692654 @default.
- W3035607687 hasLocation W30356076871 @default.
- W3035607687 hasOpenAccess W3035607687 @default.
- W3035607687 hasPrimaryLocation W30356076871 @default.
- W3035607687 hasRelatedWork W1510085384 @default.
- W3035607687 hasRelatedWork W1551381384 @default.
- W3035607687 hasRelatedWork W1721594286 @default.
- W3035607687 hasRelatedWork W1741715688 @default.
- W3035607687 hasRelatedWork W2033011522 @default.
- W3035607687 hasRelatedWork W2766039560 @default.
- W3035607687 hasRelatedWork W2795644816 @default.
- W3035607687 hasRelatedWork W2952039921 @default.
- W3035607687 hasRelatedWork W4205181450 @default.
- W3035607687 hasRelatedWork W4206030159 @default.
- W3035607687 isParatext "false" @default.
- W3035607687 isRetracted "false" @default.
- W3035607687 magId "3035607687" @default.
- W3035607687 workType "article" @default.