FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2124191788> ?p ?o ?g. }

• W2124191788 abstract "This paper addresses the problem of learning optimal regressors that maximally reduce the dimension of the input while preserving the information necessary to predict the target values. Recent solutions to the sufficient dimensionality reduction and its generalizations to kernel settings, such as the manifold kernel dimensionality reduction (mKDR), rely on iterative schemes, without convergence guarantees. We show how a globally optimal solution in closed form can be obtained by formulating a related problem in a setting reminiscent of Gaussian Process (GP) regression. We then propose a generalization of the solution to arbitrary input points. In a set of experiments on real signal processing problems we show that the proposed GPMKDR can achieve significant gains in accuracy of prediction as well as interpretability, compared to other dimension reduction and regression schemes." @default.
• W2124191788 created "2016-06-24" @default.
• W2124191788 creator A5005009890 @default.
• W2124191788 creator A5020368096 @default.
• W2124191788 date "2008-10-01" @default.
• W2124191788 modified "2023-10-17" @default.
• W2124191788 title "Regression using Gaussian Process manifold kernel dimensionality reduction" @default.
• W2124191788 cites W2103510282 @default.
• W2124191788 cites W2123921160 @default.
• W2124191788 cites W2125874614 @default.
• W2124191788 cites W2130606707 @default.
• W2124191788 cites W2152386463 @default.
• W2124191788 cites W2157801062 @default.
• W2124191788 cites W2161767008 @default.
• W2124191788 cites W2163490846 @default.
• W2124191788 cites W2169779569 @default.
• W2124191788 doi "https://doi.org/10.1109/mlsp.2008.4685448" @default.
• W2124191788 hasPublicationYear "2008" @default.
• W2124191788 type Work @default.
• W2124191788 sameAs 2124191788 @default.
• W2124191788 citedByCount "1" @default.
• W2124191788 countsByYear W21241917882013 @default.
• W2124191788 crossrefType "proceedings-article" @default.
• W2124191788 hasAuthorship W2124191788A5005009890 @default.
• W2124191788 hasAuthorship W2124191788A5020368096 @default.
• W2124191788 hasConcept C105795698 @default.
• W2124191788 hasConcept C111030470 @default.
• W2124191788 hasConcept C111335779 @default.
• W2124191788 hasConcept C114614502 @default.
• W2124191788 hasConcept C119857082 @default.
• W2124191788 hasConcept C121332964 @default.
• W2124191788 hasConcept C126255220 @default.
• W2124191788 hasConcept C127413603 @default.
• W2124191788 hasConcept C134306372 @default.
• W2124191788 hasConcept C151876577 @default.
• W2124191788 hasConcept C154945302 @default.
• W2124191788 hasConcept C162324750 @default.
• W2124191788 hasConcept C163716315 @default.
• W2124191788 hasConcept C177148314 @default.
• W2124191788 hasConcept C200695384 @default.
• W2124191788 hasConcept C202444582 @default.
• W2124191788 hasConcept C2524010 @default.
• W2124191788 hasConcept C2777303404 @default.
• W2124191788 hasConcept C2781067378 @default.
• W2124191788 hasConcept C30732413 @default.
• W2124191788 hasConcept C33676613 @default.
• W2124191788 hasConcept C33923547 @default.
• W2124191788 hasConcept C41008148 @default.
• W2124191788 hasConcept C50522688 @default.
• W2124191788 hasConcept C529865628 @default.
• W2124191788 hasConcept C61326573 @default.
• W2124191788 hasConcept C62520636 @default.
• W2124191788 hasConcept C70518039 @default.
• W2124191788 hasConcept C74193536 @default.
• W2124191788 hasConcept C78519656 @default.
• W2124191788 hasConcept C81692654 @default.
• W2124191788 hasConcept C83546350 @default.
• W2124191788 hasConceptScore W2124191788C105795698 @default.
• W2124191788 hasConceptScore W2124191788C111030470 @default.
• W2124191788 hasConceptScore W2124191788C111335779 @default.
• W2124191788 hasConceptScore W2124191788C114614502 @default.
• W2124191788 hasConceptScore W2124191788C119857082 @default.
• W2124191788 hasConceptScore W2124191788C121332964 @default.
• W2124191788 hasConceptScore W2124191788C126255220 @default.
• W2124191788 hasConceptScore W2124191788C127413603 @default.
• W2124191788 hasConceptScore W2124191788C134306372 @default.
• W2124191788 hasConceptScore W2124191788C151876577 @default.
• W2124191788 hasConceptScore W2124191788C154945302 @default.
• W2124191788 hasConceptScore W2124191788C162324750 @default.
• W2124191788 hasConceptScore W2124191788C163716315 @default.
• W2124191788 hasConceptScore W2124191788C177148314 @default.
• W2124191788 hasConceptScore W2124191788C200695384 @default.
• W2124191788 hasConceptScore W2124191788C202444582 @default.
• W2124191788 hasConceptScore W2124191788C2524010 @default.
• W2124191788 hasConceptScore W2124191788C2777303404 @default.
• W2124191788 hasConceptScore W2124191788C2781067378 @default.
• W2124191788 hasConceptScore W2124191788C30732413 @default.
• W2124191788 hasConceptScore W2124191788C33676613 @default.
• W2124191788 hasConceptScore W2124191788C33923547 @default.
• W2124191788 hasConceptScore W2124191788C41008148 @default.
• W2124191788 hasConceptScore W2124191788C50522688 @default.
• W2124191788 hasConceptScore W2124191788C529865628 @default.
• W2124191788 hasConceptScore W2124191788C61326573 @default.
• W2124191788 hasConceptScore W2124191788C62520636 @default.
• W2124191788 hasConceptScore W2124191788C70518039 @default.
• W2124191788 hasConceptScore W2124191788C74193536 @default.
• W2124191788 hasConceptScore W2124191788C78519656 @default.
• W2124191788 hasConceptScore W2124191788C81692654 @default.
• W2124191788 hasConceptScore W2124191788C83546350 @default.
• W2124191788 hasLocation W21241917881 @default.
• W2124191788 hasOpenAccess W2124191788 @default.
• W2124191788 hasPrimaryLocation W21241917881 @default.
• W2124191788 hasRelatedWork W2046292275 @default.
• W2124191788 hasRelatedWork W2124191788 @default.
• W2124191788 hasRelatedWork W2143306455 @default.
• W2124191788 hasRelatedWork W2150591619 @default.
• W2124191788 hasRelatedWork W2355395139 @default.
• W2124191788 hasRelatedWork W2573981081 @default.
• W2124191788 hasRelatedWork W2608038278 @default.
• W2124191788 hasRelatedWork W2931531042 @default.

• next