Matches in SemOpenAlex for { <https://semopenalex.org/work/W2147579672> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W2147579672 abstract "Many real-world objects described by multiple attributes or features can be decomposed as multiple views (e.g., an image can be described by a color view or a shape view), which often provides complementary information to each other. Learning a metric (similarity measures) for multi-view data is primary due to its wide applications in practices. However, leveraging multi-view information to produce a good metric is a great challenge and existing techniques are concerned with pairwise similarities, leading to undesirable fusion metric and high computational complexity. In this paper, we propose a novel Metric Fusion technique via cross-view graph Random Walk, named MFRW, regarding a multi-view based similarity graphs (with each similarity graph constructed under each view). Instead of using pairwise similarities, we seek a high-order metric yielded by graph random walks over constructed similarity graphs. Observing that ``outlier views may exist in the fusion process, we incorporate the coefficient matrices representing the correlation strength between any two views into MFRW, named WMFRW. The principle of textsf{WMFRW} is implemented by exploring the ``common latent structure between views. The empirical studies conducted on real-world databases demonstrate that our approach outperforms the state-of-the-art competitors in terms of effectiveness and efficiency." @default.
- W2147579672 created "2016-06-24" @default.
- W2147579672 creator A5025851882 @default.
- W2147579672 creator A5056429995 @default.
- W2147579672 creator A5056923399 @default.
- W2147579672 date "2013-01-01" @default.
- W2147579672 modified "2023-09-23" @default.
- W2147579672 title "Towards metric fusion on multi-view data" @default.
- W2147579672 cites W1500351990 @default.
- W2147579672 cites W1566135517 @default.
- W2147579672 cites W1663973292 @default.
- W2147579672 cites W189343201 @default.
- W2147579672 cites W1989889610 @default.
- W2147579672 cites W1996187920 @default.
- W2147579672 cites W2004843357 @default.
- W2147579672 cites W2009228073 @default.
- W2147579672 cites W2027922120 @default.
- W2147579672 cites W2057175746 @default.
- W2147579672 cites W2095609079 @default.
- W2147579672 cites W2103024562 @default.
- W2147579672 cites W2107407880 @default.
- W2147579672 cites W2123111158 @default.
- W2147579672 cites W2126116132 @default.
- W2147579672 cites W2142109962 @default.
- W2147579672 cites W2154455818 @default.
- W2147579672 cites W2162915993 @default.
- W2147579672 cites W2163352848 @default.
- W2147579672 doi "https://doi.org/10.1145/2505515.2505591" @default.
- W2147579672 hasPublicationYear "2013" @default.
- W2147579672 type Work @default.
- W2147579672 sameAs 2147579672 @default.
- W2147579672 citedByCount "48" @default.
- W2147579672 countsByYear W21475796722014 @default.
- W2147579672 countsByYear W21475796722015 @default.
- W2147579672 countsByYear W21475796722016 @default.
- W2147579672 countsByYear W21475796722017 @default.
- W2147579672 countsByYear W21475796722018 @default.
- W2147579672 countsByYear W21475796722019 @default.
- W2147579672 countsByYear W21475796722020 @default.
- W2147579672 countsByYear W21475796722022 @default.
- W2147579672 crossrefType "proceedings-article" @default.
- W2147579672 hasAuthorship W2147579672A5025851882 @default.
- W2147579672 hasAuthorship W2147579672A5056429995 @default.
- W2147579672 hasAuthorship W2147579672A5056923399 @default.
- W2147579672 hasConcept C103278499 @default.
- W2147579672 hasConcept C105795698 @default.
- W2147579672 hasConcept C115961682 @default.
- W2147579672 hasConcept C119857082 @default.
- W2147579672 hasConcept C121194460 @default.
- W2147579672 hasConcept C124101348 @default.
- W2147579672 hasConcept C132525143 @default.
- W2147579672 hasConcept C153180895 @default.
- W2147579672 hasConcept C154945302 @default.
- W2147579672 hasConcept C162324750 @default.
- W2147579672 hasConcept C176217482 @default.
- W2147579672 hasConcept C184898388 @default.
- W2147579672 hasConcept C21547014 @default.
- W2147579672 hasConcept C33923547 @default.
- W2147579672 hasConcept C41008148 @default.
- W2147579672 hasConcept C79337645 @default.
- W2147579672 hasConcept C80444323 @default.
- W2147579672 hasConceptScore W2147579672C103278499 @default.
- W2147579672 hasConceptScore W2147579672C105795698 @default.
- W2147579672 hasConceptScore W2147579672C115961682 @default.
- W2147579672 hasConceptScore W2147579672C119857082 @default.
- W2147579672 hasConceptScore W2147579672C121194460 @default.
- W2147579672 hasConceptScore W2147579672C124101348 @default.
- W2147579672 hasConceptScore W2147579672C132525143 @default.
- W2147579672 hasConceptScore W2147579672C153180895 @default.
- W2147579672 hasConceptScore W2147579672C154945302 @default.
- W2147579672 hasConceptScore W2147579672C162324750 @default.
- W2147579672 hasConceptScore W2147579672C176217482 @default.
- W2147579672 hasConceptScore W2147579672C184898388 @default.
- W2147579672 hasConceptScore W2147579672C21547014 @default.
- W2147579672 hasConceptScore W2147579672C33923547 @default.
- W2147579672 hasConceptScore W2147579672C41008148 @default.
- W2147579672 hasConceptScore W2147579672C79337645 @default.
- W2147579672 hasConceptScore W2147579672C80444323 @default.
- W2147579672 hasLocation W21475796721 @default.
- W2147579672 hasOpenAccess W2147579672 @default.
- W2147579672 hasPrimaryLocation W21475796721 @default.
- W2147579672 hasRelatedWork W1871507044 @default.
- W2147579672 hasRelatedWork W2032942379 @default.
- W2147579672 hasRelatedWork W2148556617 @default.
- W2147579672 hasRelatedWork W2607364941 @default.
- W2147579672 hasRelatedWork W2743258233 @default.
- W2147579672 hasRelatedWork W2892310698 @default.
- W2147579672 hasRelatedWork W2896065425 @default.
- W2147579672 hasRelatedWork W2900794075 @default.
- W2147579672 hasRelatedWork W3020900419 @default.
- W2147579672 hasRelatedWork W3183633970 @default.
- W2147579672 isParatext "false" @default.
- W2147579672 isRetracted "false" @default.
- W2147579672 magId "2147579672" @default.
- W2147579672 workType "article" @default.