FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2582095969> ?p ?o ?g. }

• W2582095969 endingPage "307" @default.
• W2582095969 startingPage "292" @default.
• W2582095969 abstract "Learning invariant features across domains is of vital importance to unsupervised domain adaptation, where classifiers trained on the training examples (source domain) need to adapt to a different set of test examples (target domain) in which no labeled examples are available. In this paper, we propose a novel approach to find the invariant features in the original space and transfer the knowledge across domains. We extract invariant features of input data by a kernel-based feature weighting approach, which exploits distribution difference and instance clustering to find desired features. The proposed method is called the kernel-based feature weighting (KFW) approach and benefits from the maximum mean discrepancy to measure the difference between domains. KFW uses condensed clusters in the reduced domains, the domains that do not contain variant features, to enhance the classification performance. Simultaneous use of feature weighting and instance clustering increases the adaptation and classification performance. Our approach automatically discovers the invariant features across domains and employs them to bridge between source and target domains. We demonstrate the effectiveness of our approach in the task of artificial and real world dataset examinations. Empirical results show that the proposed method outperforms other state-of-the-art methods on the standard transfer learning benchmark datasets." @default.
• W2582095969 created "2017-02-03" @default.
• W2582095969 creator A5010007196 @default.
• W2582095969 creator A5022739916 @default.
• W2582095969 date "2017-01-01" @default.
• W2582095969 modified "2023-10-18" @default.
• W2582095969 title "Exploiting kernel-based feature weighting and instance clustering to transfer knowledge across domains" @default.
• W2582095969 cites W143806433 @default.
• W2582095969 cites W1595917421 @default.
• W2582095969 cites W1722318740 @default.
• W2582095969 cites W1784617778 @default.
• W2582095969 cites W1984757472 @default.
• W2582095969 cites W1986614398 @default.
• W2582095969 cites W2004273576 @default.
• W2582095969 cites W2034692798 @default.
• W2582095969 cites W2034741743 @default.
• W2582095969 cites W2057266281 @default.
• W2582095969 cites W2064447488 @default.
• W2582095969 cites W2069057437 @default.
• W2582095969 cites W2085269372 @default.
• W2582095969 cites W2100664256 @default.
• W2582095969 cites W2108598243 @default.
• W2582095969 cites W2110764733 @default.
• W2582095969 cites W2112483442 @default.
• W2582095969 cites W2115403315 @default.
• W2582095969 cites W2125865219 @default.
• W2582095969 cites W2128053425 @default.
• W2582095969 cites W2131953535 @default.
• W2582095969 cites W2142514727 @default.
• W2582095969 cites W2153353890 @default.
• W2582095969 cites W2158108973 @default.
• W2582095969 cites W2159570078 @default.
• W2582095969 cites W2161047120 @default.
• W2582095969 cites W2162854380 @default.
• W2582095969 cites W2164943005 @default.
• W2582095969 cites W2165698076 @default.
• W2582095969 doi "https://doi.org/10.3906/elk-1503-245" @default.
• W2582095969 hasPublicationYear "2017" @default.
• W2582095969 type Work @default.
• W2582095969 sameAs 2582095969 @default.
• W2582095969 citedByCount "8" @default.
• W2582095969 countsByYear W25820959692019 @default.
• W2582095969 countsByYear W25820959692020 @default.
• W2582095969 countsByYear W25820959692021 @default.
• W2582095969 countsByYear W25820959692022 @default.
• W2582095969 crossrefType "journal-article" @default.
• W2582095969 hasAuthorship W2582095969A5010007196 @default.
• W2582095969 hasAuthorship W2582095969A5022739916 @default.
• W2582095969 hasBestOaLocation W25820959691 @default.
• W2582095969 hasConcept C114614502 @default.
• W2582095969 hasConcept C119857082 @default.
• W2582095969 hasConcept C124101348 @default.
• W2582095969 hasConcept C126838900 @default.
• W2582095969 hasConcept C138885662 @default.
• W2582095969 hasConcept C150899416 @default.
• W2582095969 hasConcept C153180895 @default.
• W2582095969 hasConcept C154945302 @default.
• W2582095969 hasConcept C183115368 @default.
• W2582095969 hasConcept C190470478 @default.
• W2582095969 hasConcept C2776401178 @default.
• W2582095969 hasConcept C33923547 @default.
• W2582095969 hasConcept C37914503 @default.
• W2582095969 hasConcept C41008148 @default.
• W2582095969 hasConcept C41895202 @default.
• W2582095969 hasConcept C71924100 @default.
• W2582095969 hasConcept C73555534 @default.
• W2582095969 hasConcept C74193536 @default.
• W2582095969 hasConceptScore W2582095969C114614502 @default.
• W2582095969 hasConceptScore W2582095969C119857082 @default.
• W2582095969 hasConceptScore W2582095969C124101348 @default.
• W2582095969 hasConceptScore W2582095969C126838900 @default.
• W2582095969 hasConceptScore W2582095969C138885662 @default.
• W2582095969 hasConceptScore W2582095969C150899416 @default.
• W2582095969 hasConceptScore W2582095969C153180895 @default.
• W2582095969 hasConceptScore W2582095969C154945302 @default.
• W2582095969 hasConceptScore W2582095969C183115368 @default.
• W2582095969 hasConceptScore W2582095969C190470478 @default.
• W2582095969 hasConceptScore W2582095969C2776401178 @default.
• W2582095969 hasConceptScore W2582095969C33923547 @default.
• W2582095969 hasConceptScore W2582095969C37914503 @default.
• W2582095969 hasConceptScore W2582095969C41008148 @default.
• W2582095969 hasConceptScore W2582095969C41895202 @default.
• W2582095969 hasConceptScore W2582095969C71924100 @default.
• W2582095969 hasConceptScore W2582095969C73555534 @default.
• W2582095969 hasConceptScore W2582095969C74193536 @default.
• W2582095969 hasLocation W25820959691 @default.
• W2582095969 hasLocation W25820959692 @default.
• W2582095969 hasOpenAccess W2582095969 @default.
• W2582095969 hasPrimaryLocation W25820959691 @default.
• W2582095969 hasRelatedWork W1544116139 @default.
• W2582095969 hasRelatedWork W2110459882 @default.
• W2582095969 hasRelatedWork W2132592511 @default.
• W2582095969 hasRelatedWork W2383096489 @default.
• W2582095969 hasRelatedWork W2402952899 @default.
• W2582095969 hasRelatedWork W2874540278 @default.
• W2582095969 hasRelatedWork W2960456850 @default.
• W2582095969 hasRelatedWork W3036234374 @default.
• W2582095969 hasRelatedWork W4308262314 @default.

• next