Matches in SemOpenAlex for { <https://semopenalex.org/work/W2899576325> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W2899576325 abstract "Link prediction is the problem of predicting the existence of edges in a network. The link prediction problem is a fundamental research problem in graph mining and has numerous applications in social networks, bioinformatics, e-commerce, etc. A major challenge of link prediction problems is handling the fact that real-world networks are becoming extremely large. The large network size leads to huge sparsity in the network’s adjacency matrix which most existing link prediction methods (such as matrix factorization) rely on. Moreover, when networks become very large, there exists a non-trivial link imbalance problem where the numbers of known present and known absent links are significantly different. Such sparsity and imbalance issues significantly impact and decrease the performance of existing link prediction methods. To address these challenges, in this research we propose a Balanced Factorization Machine (BFM) which performs link predictions on very sparse network via learning interactions among nodes and edges of the network in a supervised learning setting. Through extensive experiments on real-world network data sets, we show that our BFM method significantly outperforms other existing link prediction methods." @default.
- W2899576325 created "2018-11-16" @default.
- W2899576325 creator A5029332110 @default.
- W2899576325 creator A5071037763 @default.
- W2899576325 date "2018-01-01" @default.
- W2899576325 modified "2023-09-26" @default.
- W2899576325 title "Link Prediction via Factorization Machines" @default.
- W2899576325 cites W2002834872 @default.
- W2899576325 cites W2003707464 @default.
- W2899576325 cites W2018416141 @default.
- W2899576325 cites W2064321206 @default.
- W2899576325 cites W2091019377 @default.
- W2899576325 cites W2123012927 @default.
- W2899576325 cites W2124021496 @default.
- W2899576325 cites W2129794000 @default.
- W2899576325 cites W2138102997 @default.
- W2899576325 cites W2140229016 @default.
- W2899576325 cites W2295739661 @default.
- W2899576325 cites W2331723185 @default.
- W2899576325 cites W2509235963 @default.
- W2899576325 cites W2564084673 @default.
- W2899576325 cites W2743418339 @default.
- W2899576325 cites W2753577819 @default.
- W2899576325 cites W34646664 @default.
- W2899576325 cites W4232932184 @default.
- W2899576325 cites W4246941204 @default.
- W2899576325 doi "https://doi.org/10.1007/978-3-030-03991-2_61" @default.
- W2899576325 hasPublicationYear "2018" @default.
- W2899576325 type Work @default.
- W2899576325 sameAs 2899576325 @default.
- W2899576325 citedByCount "0" @default.
- W2899576325 crossrefType "book-chapter" @default.
- W2899576325 hasAuthorship W2899576325A5029332110 @default.
- W2899576325 hasAuthorship W2899576325A5071037763 @default.
- W2899576325 hasConcept C11413529 @default.
- W2899576325 hasConcept C119857082 @default.
- W2899576325 hasConcept C121332964 @default.
- W2899576325 hasConcept C124101348 @default.
- W2899576325 hasConcept C132525143 @default.
- W2899576325 hasConcept C152671427 @default.
- W2899576325 hasConcept C154945302 @default.
- W2899576325 hasConcept C158693339 @default.
- W2899576325 hasConcept C180356752 @default.
- W2899576325 hasConcept C187834632 @default.
- W2899576325 hasConcept C2778753846 @default.
- W2899576325 hasConcept C31258907 @default.
- W2899576325 hasConcept C41008148 @default.
- W2899576325 hasConcept C42355184 @default.
- W2899576325 hasConcept C62520636 @default.
- W2899576325 hasConcept C80444323 @default.
- W2899576325 hasConceptScore W2899576325C11413529 @default.
- W2899576325 hasConceptScore W2899576325C119857082 @default.
- W2899576325 hasConceptScore W2899576325C121332964 @default.
- W2899576325 hasConceptScore W2899576325C124101348 @default.
- W2899576325 hasConceptScore W2899576325C132525143 @default.
- W2899576325 hasConceptScore W2899576325C152671427 @default.
- W2899576325 hasConceptScore W2899576325C154945302 @default.
- W2899576325 hasConceptScore W2899576325C158693339 @default.
- W2899576325 hasConceptScore W2899576325C180356752 @default.
- W2899576325 hasConceptScore W2899576325C187834632 @default.
- W2899576325 hasConceptScore W2899576325C2778753846 @default.
- W2899576325 hasConceptScore W2899576325C31258907 @default.
- W2899576325 hasConceptScore W2899576325C41008148 @default.
- W2899576325 hasConceptScore W2899576325C42355184 @default.
- W2899576325 hasConceptScore W2899576325C62520636 @default.
- W2899576325 hasConceptScore W2899576325C80444323 @default.
- W2899576325 hasLocation W28995763251 @default.
- W2899576325 hasOpenAccess W2899576325 @default.
- W2899576325 hasPrimaryLocation W28995763251 @default.
- W2899576325 hasRelatedWork W1972263584 @default.
- W2899576325 hasRelatedWork W2019386381 @default.
- W2899576325 hasRelatedWork W2045099409 @default.
- W2899576325 hasRelatedWork W2275703773 @default.
- W2899576325 hasRelatedWork W2394991525 @default.
- W2899576325 hasRelatedWork W2465244929 @default.
- W2899576325 hasRelatedWork W2734882177 @default.
- W2899576325 hasRelatedWork W2753577819 @default.
- W2899576325 hasRelatedWork W2768961633 @default.
- W2899576325 hasRelatedWork W2914086750 @default.
- W2899576325 hasRelatedWork W2979630188 @default.
- W2899576325 hasRelatedWork W2980816651 @default.
- W2899576325 hasRelatedWork W3004615113 @default.
- W2899576325 hasRelatedWork W3015511536 @default.
- W2899576325 hasRelatedWork W3094408962 @default.
- W2899576325 hasRelatedWork W3099500991 @default.
- W2899576325 hasRelatedWork W3101485296 @default.
- W2899576325 hasRelatedWork W3185723782 @default.
- W2899576325 hasRelatedWork W3203763686 @default.
- W2899576325 hasRelatedWork W3211930453 @default.
- W2899576325 isParatext "false" @default.
- W2899576325 isRetracted "false" @default.
- W2899576325 magId "2899576325" @default.
- W2899576325 workType "book-chapter" @default.