Matches in SemOpenAlex for { <https://semopenalex.org/work/W3132550827> ?p ?o ?g. }
- W3132550827 endingPage "1188" @default.
- W3132550827 startingPage "1169" @default.
- W3132550827 abstract "Mitigating misinformation on social media is an unresolved challenge, particularly because of the complexity of information dissemination. To this end, Multivariate Hawkes Processes (MHP) have become a fundamental tool because they model social network dynamics, which facilitates execution and evaluation of mitigation policies. In this paper, we propose a novel light-weight intervention-based misinformation mitigation framework using decentralized Learning Automata (LA) to control the MHP. Each automaton is associated with a single user and learns to what degree that user should be involved in the mitigation strategy by interacting with a corresponding MHP, and performing a joint random walk over the state space. We use three Twitter datasets to evaluate our approach, one of them being a new COVID-19 dataset provided in this paper. Our approach shows fast convergence and increased valid information exposure. These results persisted independently of network structure, including networks with central nodes, where the latter could be the root of misinformation. Further, the LA obtained these results in a decentralized manner, facilitating distributed deployment in real-life scenarios." @default.
- W3132550827 created "2021-03-01" @default.
- W3132550827 creator A5002394922 @default.
- W3132550827 creator A5014600172 @default.
- W3132550827 creator A5060441795 @default.
- W3132550827 creator A5071922620 @default.
- W3132550827 date "2021-02-12" @default.
- W3132550827 modified "2023-10-04" @default.
- W3132550827 title "Learning Automata-based Misinformation Mitigation via Hawkes Processes" @default.
- W3132550827 cites W1967848549 @default.
- W3132550827 cites W1997737572 @default.
- W3132550827 cites W1999735946 @default.
- W3132550827 cites W2007086802 @default.
- W3132550827 cites W2018444966 @default.
- W3132550827 cites W2051405935 @default.
- W3132550827 cites W2066705378 @default.
- W3132550827 cites W2069849731 @default.
- W3132550827 cites W2115728730 @default.
- W3132550827 cites W2138750719 @default.
- W3132550827 cites W2138914910 @default.
- W3132550827 cites W2162964807 @default.
- W3132550827 cites W2293476329 @default.
- W3132550827 cites W2582561810 @default.
- W3132550827 cites W2742144412 @default.
- W3132550827 cites W2742330194 @default.
- W3132550827 cites W2755642197 @default.
- W3132550827 cites W2777639606 @default.
- W3132550827 cites W2791530986 @default.
- W3132550827 cites W2906971970 @default.
- W3132550827 cites W2911715381 @default.
- W3132550827 cites W2953100823 @default.
- W3132550827 cites W2962899505 @default.
- W3132550827 cites W2963195304 @default.
- W3132550827 cites W3005371988 @default.
- W3132550827 cites W3102867977 @default.
- W3132550827 doi "https://doi.org/10.1007/s10796-020-10102-8" @default.
- W3132550827 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7880039" @default.
- W3132550827 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33613087" @default.
- W3132550827 hasPublicationYear "2021" @default.
- W3132550827 type Work @default.
- W3132550827 sameAs 3132550827 @default.
- W3132550827 citedByCount "7" @default.
- W3132550827 countsByYear W31325508272021 @default.
- W3132550827 countsByYear W31325508272022 @default.
- W3132550827 crossrefType "journal-article" @default.
- W3132550827 hasAuthorship W3132550827A5002394922 @default.
- W3132550827 hasAuthorship W3132550827A5014600172 @default.
- W3132550827 hasAuthorship W3132550827A5060441795 @default.
- W3132550827 hasAuthorship W3132550827A5071922620 @default.
- W3132550827 hasBestOaLocation W31325508271 @default.
- W3132550827 hasConcept C105339364 @default.
- W3132550827 hasConcept C111919701 @default.
- W3132550827 hasConcept C112505250 @default.
- W3132550827 hasConcept C119857082 @default.
- W3132550827 hasConcept C120314980 @default.
- W3132550827 hasConcept C136764020 @default.
- W3132550827 hasConcept C154945302 @default.
- W3132550827 hasConcept C2775924081 @default.
- W3132550827 hasConcept C2776807809 @default.
- W3132550827 hasConcept C2776990098 @default.
- W3132550827 hasConcept C38652104 @default.
- W3132550827 hasConcept C41008148 @default.
- W3132550827 hasConcept C518677369 @default.
- W3132550827 hasConcept C80444323 @default.
- W3132550827 hasConceptScore W3132550827C105339364 @default.
- W3132550827 hasConceptScore W3132550827C111919701 @default.
- W3132550827 hasConceptScore W3132550827C112505250 @default.
- W3132550827 hasConceptScore W3132550827C119857082 @default.
- W3132550827 hasConceptScore W3132550827C120314980 @default.
- W3132550827 hasConceptScore W3132550827C136764020 @default.
- W3132550827 hasConceptScore W3132550827C154945302 @default.
- W3132550827 hasConceptScore W3132550827C2775924081 @default.
- W3132550827 hasConceptScore W3132550827C2776807809 @default.
- W3132550827 hasConceptScore W3132550827C2776990098 @default.
- W3132550827 hasConceptScore W3132550827C38652104 @default.
- W3132550827 hasConceptScore W3132550827C41008148 @default.
- W3132550827 hasConceptScore W3132550827C518677369 @default.
- W3132550827 hasConceptScore W3132550827C80444323 @default.
- W3132550827 hasIssue "5" @default.
- W3132550827 hasLocation W31325508271 @default.
- W3132550827 hasLocation W31325508272 @default.
- W3132550827 hasLocation W31325508273 @default.
- W3132550827 hasOpenAccess W3132550827 @default.
- W3132550827 hasPrimaryLocation W31325508271 @default.
- W3132550827 hasRelatedWork W13464662 @default.
- W3132550827 hasRelatedWork W1600823405 @default.
- W3132550827 hasRelatedWork W1883237636 @default.
- W3132550827 hasRelatedWork W1994748133 @default.
- W3132550827 hasRelatedWork W2034276883 @default.
- W3132550827 hasRelatedWork W2683299720 @default.
- W3132550827 hasRelatedWork W2748952813 @default.
- W3132550827 hasRelatedWork W2962981892 @default.
- W3132550827 hasRelatedWork W2963175890 @default.
- W3132550827 hasRelatedWork W4296719610 @default.
- W3132550827 hasVolume "23" @default.
- W3132550827 isParatext "false" @default.
- W3132550827 isRetracted "false" @default.
- W3132550827 magId "3132550827" @default.