FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367672008> ?p ?o ?g. }

• W4367672008 endingPage "119042" @default.
• W4367672008 startingPage "119042" @default.
• W4367672008 abstract "Complex networks contain numerous unlabeled data. Extracting the information in these data and obtaining appropriate node representation poses a significant challenge. Recently, contrastive learning has gained wide acceptance as one of the most important methods in self-supervised learning. It has shown exceptional ability in capturing both the attribute and structural information in network, that provides a new way for network representation. In this paper, we propose the enhanced contrastive representation in network (ECRN). First, we recognize the issue that contrastive learning ignores the network structure in calculating the similarity of the joint distribution. To address the problem, ECRN proposes a feature combination method with additional structure information. Second, we retain the connection relationship of nodes in the low-dimensional embedding by constraining each layer of neural network. Third, we propose a new graph neural network framework, which independently compares each layer, and realizes hierarchical contrastive learning. ECRN obtains information-rich node representations by accumulating representations in each layer, enhancing the performance of downstream tasks. We tested the ECRN model on real datasets and compared its performance with well-known algorithms. Experiments show that the ECRN outperforms state-of-art methods in link prediction, clustering, and node classification tasks." @default.
• W4367672008 created "2023-05-03" @default.
• W4367672008 creator A5007123441 @default.
• W4367672008 creator A5009723101 @default.
• W4367672008 creator A5019950323 @default.
• W4367672008 creator A5084267497 @default.
• W4367672008 date "2023-09-01" @default.
• W4367672008 modified "2023-10-18" @default.
• W4367672008 title "Enhanced contrastive representation in network" @default.
• W4367672008 cites W2999301998 @default.
• W4367672008 cites W3020930839 @default.
• W4367672008 cites W3035276234 @default.
• W4367672008 cites W3043895023 @default.
• W4367672008 cites W3083050659 @default.
• W4367672008 cites W3123599388 @default.
• W4367672008 cites W3184419507 @default.
• W4367672008 cites W3185161717 @default.
• W4367672008 cites W3186445519 @default.
• W4367672008 cites W3187743275 @default.
• W4367672008 cites W3203147499 @default.
• W4367672008 cites W4205647912 @default.
• W4367672008 cites W4226190109 @default.
• W4367672008 cites W4284898835 @default.
• W4367672008 cites W4284968770 @default.
• W4367672008 cites W4294710638 @default.
• W4367672008 cites W4296639594 @default.
• W4367672008 doi "https://doi.org/10.1016/j.ins.2023.119042" @default.
• W4367672008 hasPublicationYear "2023" @default.
• W4367672008 type Work @default.
• W4367672008 citedByCount "0" @default.
• W4367672008 crossrefType "journal-article" @default.
• W4367672008 hasAuthorship W4367672008A5007123441 @default.
• W4367672008 hasAuthorship W4367672008A5009723101 @default.
• W4367672008 hasAuthorship W4367672008A5019950323 @default.
• W4367672008 hasAuthorship W4367672008A5084267497 @default.
• W4367672008 hasConcept C103278499 @default.
• W4367672008 hasConcept C115961682 @default.
• W4367672008 hasConcept C119857082 @default.
• W4367672008 hasConcept C124101348 @default.
• W4367672008 hasConcept C127413603 @default.
• W4367672008 hasConcept C132525143 @default.
• W4367672008 hasConcept C138885662 @default.
• W4367672008 hasConcept C154945302 @default.
• W4367672008 hasConcept C17744445 @default.
• W4367672008 hasConcept C178790620 @default.
• W4367672008 hasConcept C185592680 @default.
• W4367672008 hasConcept C199539241 @default.
• W4367672008 hasConcept C2776359362 @default.
• W4367672008 hasConcept C2776401178 @default.
• W4367672008 hasConcept C2779227376 @default.
• W4367672008 hasConcept C41008148 @default.
• W4367672008 hasConcept C41608201 @default.
• W4367672008 hasConcept C41895202 @default.
• W4367672008 hasConcept C59404180 @default.
• W4367672008 hasConcept C62611344 @default.
• W4367672008 hasConcept C66938386 @default.
• W4367672008 hasConcept C73555534 @default.
• W4367672008 hasConcept C80444323 @default.
• W4367672008 hasConcept C94625758 @default.
• W4367672008 hasConceptScore W4367672008C103278499 @default.
• W4367672008 hasConceptScore W4367672008C115961682 @default.
• W4367672008 hasConceptScore W4367672008C119857082 @default.
• W4367672008 hasConceptScore W4367672008C124101348 @default.
• W4367672008 hasConceptScore W4367672008C127413603 @default.
• W4367672008 hasConceptScore W4367672008C132525143 @default.
• W4367672008 hasConceptScore W4367672008C138885662 @default.
• W4367672008 hasConceptScore W4367672008C154945302 @default.
• W4367672008 hasConceptScore W4367672008C17744445 @default.
• W4367672008 hasConceptScore W4367672008C178790620 @default.
• W4367672008 hasConceptScore W4367672008C185592680 @default.
• W4367672008 hasConceptScore W4367672008C199539241 @default.
• W4367672008 hasConceptScore W4367672008C2776359362 @default.
• W4367672008 hasConceptScore W4367672008C2776401178 @default.
• W4367672008 hasConceptScore W4367672008C2779227376 @default.
• W4367672008 hasConceptScore W4367672008C41008148 @default.
• W4367672008 hasConceptScore W4367672008C41608201 @default.
• W4367672008 hasConceptScore W4367672008C41895202 @default.
• W4367672008 hasConceptScore W4367672008C59404180 @default.
• W4367672008 hasConceptScore W4367672008C62611344 @default.
• W4367672008 hasConceptScore W4367672008C66938386 @default.
• W4367672008 hasConceptScore W4367672008C73555534 @default.
• W4367672008 hasConceptScore W4367672008C80444323 @default.
• W4367672008 hasConceptScore W4367672008C94625758 @default.
• W4367672008 hasFunder F4320321001 @default.
• W4367672008 hasLocation W43676720081 @default.
• W4367672008 hasOpenAccess W4367672008 @default.
• W4367672008 hasPrimaryLocation W43676720081 @default.
• W4367672008 hasRelatedWork W2762277149 @default.
• W4367672008 hasRelatedWork W2912933387 @default.
• W4367672008 hasRelatedWork W2992349715 @default.
• W4367672008 hasRelatedWork W2997669297 @default.
• W4367672008 hasRelatedWork W3035116611 @default.
• W4367672008 hasRelatedWork W3094605108 @default.
• W4367672008 hasRelatedWork W4281760909 @default.
• W4367672008 hasRelatedWork W4284975088 @default.
• W4367672008 hasRelatedWork W4287763734 @default.
• W4367672008 hasRelatedWork W4300480195 @default.
• W4367672008 hasVolume "640" @default.

• next