Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383216495> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W4383216495 endingPage "119371" @default.
- W4383216495 startingPage "119371" @default.
- W4383216495 abstract "Many real-world networks, such as social networks, contain structural heterogeneity and experience temporal evolution. However, while there has been growing literature on network representation learning, only a few have addressed the need to learn representations for dynamic heterogeneous networks. The objective of our work in this paper is to introduce DyHNet, which learns representations for such networks and distinguishes itself from the state-of-the-art by systematically capturing (1) local node semantics, (2) global network semantics and (3) longer-range temporal associations between network snapshots when learning network representations. Through experiments on four real-world datasets from different domains, namely IMDB with 4,178 movies, AMiner with 10,674 papers, Yelp with 2,693 businesses, and DBLP with 14,376 papers, we demonstrate that our proposed method is able to show consistently better and more robust performance compared to the state-of-the-art techniques on link prediction and node classification tasks. More specifically, we are superior to the best baseline in the temporal link prediction task by approximately 13% and 15% on F1-score for the IMDB and AMiner datasets, respectively. Further, in the node classification task, our findings illustrate that the Micro F1 scores of our proposed model increase by 13% and 17% compared to the runner-up model on the Yelp and DBLP datasets, respectively.1" @default.
- W4383216495 created "2023-07-06" @default.
- W4383216495 creator A5020659970 @default.
- W4383216495 creator A5025776243 @default.
- W4383216495 creator A5064660738 @default.
- W4383216495 creator A5073867210 @default.
- W4383216495 date "2023-10-01" @default.
- W4383216495 modified "2023-10-16" @default.
- W4383216495 title "DyHNet: Learning dynamic heterogeneous network representations" @default.
- W4383216495 cites W2091019377 @default.
- W4383216495 cites W2954691982 @default.
- W4383216495 cites W2974594200 @default.
- W4383216495 cites W2991494819 @default.
- W4383216495 cites W3023845949 @default.
- W4383216495 cites W3024257429 @default.
- W4383216495 cites W3158304688 @default.
- W4383216495 cites W3202462845 @default.
- W4383216495 cites W4220709484 @default.
- W4383216495 cites W4221136088 @default.
- W4383216495 cites W4243591889 @default.
- W4383216495 cites W4362554832 @default.
- W4383216495 doi "https://doi.org/10.1016/j.ins.2023.119371" @default.
- W4383216495 hasPublicationYear "2023" @default.
- W4383216495 type Work @default.
- W4383216495 citedByCount "0" @default.
- W4383216495 crossrefType "journal-article" @default.
- W4383216495 hasAuthorship W4383216495A5020659970 @default.
- W4383216495 hasAuthorship W4383216495A5025776243 @default.
- W4383216495 hasAuthorship W4383216495A5064660738 @default.
- W4383216495 hasAuthorship W4383216495A5073867210 @default.
- W4383216495 hasBestOaLocation W43832164952 @default.
- W4383216495 hasConcept C111368507 @default.
- W4383216495 hasConcept C11413529 @default.
- W4383216495 hasConcept C119857082 @default.
- W4383216495 hasConcept C12725497 @default.
- W4383216495 hasConcept C127313418 @default.
- W4383216495 hasConcept C127413603 @default.
- W4383216495 hasConcept C154945302 @default.
- W4383216495 hasConcept C162324750 @default.
- W4383216495 hasConcept C17744445 @default.
- W4383216495 hasConcept C184337299 @default.
- W4383216495 hasConcept C187736073 @default.
- W4383216495 hasConcept C199360897 @default.
- W4383216495 hasConcept C199539241 @default.
- W4383216495 hasConcept C2776359362 @default.
- W4383216495 hasConcept C2780451532 @default.
- W4383216495 hasConcept C41008148 @default.
- W4383216495 hasConcept C48103436 @default.
- W4383216495 hasConcept C62611344 @default.
- W4383216495 hasConcept C66938386 @default.
- W4383216495 hasConcept C94625758 @default.
- W4383216495 hasConceptScore W4383216495C111368507 @default.
- W4383216495 hasConceptScore W4383216495C11413529 @default.
- W4383216495 hasConceptScore W4383216495C119857082 @default.
- W4383216495 hasConceptScore W4383216495C12725497 @default.
- W4383216495 hasConceptScore W4383216495C127313418 @default.
- W4383216495 hasConceptScore W4383216495C127413603 @default.
- W4383216495 hasConceptScore W4383216495C154945302 @default.
- W4383216495 hasConceptScore W4383216495C162324750 @default.
- W4383216495 hasConceptScore W4383216495C17744445 @default.
- W4383216495 hasConceptScore W4383216495C184337299 @default.
- W4383216495 hasConceptScore W4383216495C187736073 @default.
- W4383216495 hasConceptScore W4383216495C199360897 @default.
- W4383216495 hasConceptScore W4383216495C199539241 @default.
- W4383216495 hasConceptScore W4383216495C2776359362 @default.
- W4383216495 hasConceptScore W4383216495C2780451532 @default.
- W4383216495 hasConceptScore W4383216495C41008148 @default.
- W4383216495 hasConceptScore W4383216495C48103436 @default.
- W4383216495 hasConceptScore W4383216495C62611344 @default.
- W4383216495 hasConceptScore W4383216495C66938386 @default.
- W4383216495 hasConceptScore W4383216495C94625758 @default.
- W4383216495 hasFunder F4320310153 @default.
- W4383216495 hasFunder F4320334593 @default.
- W4383216495 hasLocation W43832164951 @default.
- W4383216495 hasLocation W43832164952 @default.
- W4383216495 hasOpenAccess W4383216495 @default.
- W4383216495 hasPrimaryLocation W43832164951 @default.
- W4383216495 hasRelatedWork W1557905920 @default.
- W4383216495 hasRelatedWork W1588041347 @default.
- W4383216495 hasRelatedWork W2005801347 @default.
- W4383216495 hasRelatedWork W2186640231 @default.
- W4383216495 hasRelatedWork W2352448290 @default.
- W4383216495 hasRelatedWork W2365952365 @default.
- W4383216495 hasRelatedWork W2372385138 @default.
- W4383216495 hasRelatedWork W2380820513 @default.
- W4383216495 hasRelatedWork W2383111961 @default.
- W4383216495 hasRelatedWork W4296359239 @default.
- W4383216495 hasVolume "646" @default.
- W4383216495 isParatext "false" @default.
- W4383216495 isRetracted "false" @default.
- W4383216495 workType "article" @default.