Repository logo
 
Publication

Identification and explanation of disinformation in wiki data streams

2025-02-02Journal article Open access
Simple item page
datacite.subject.fosEngenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
datacite.subject.sdg09:Indústria, Inovação e Infraestruturas
dc.contributor.authorArriba-Pérez, Francisco de
dc.contributor.authorGarcía-Méndez, Silvia
dc.contributor.authorLeal, Fátima
dc.contributor.authorMalheiro, Benedita
dc.contributor.authorBurguillo, Juan C.
dc.date.accessioned2025-02-14T13:34:56Z
dc.date.available2025-02-14T13:34:56Z
dc.date.issued2025-02-02
dc.description.abstractSocial media platforms, increasingly used as news sources for varied data analytics, have transformed how information is generated and disseminated. However, the unverified nature of this content raises concerns about trustworthiness and accuracy, potentially negatively impacting readers’ critical judgment due to disinformation. This work aims to contribute to the automatic data quality validation field, addressing the rapid growth of online content on wiki pages. Our scalable solution includes stream-based data processing with feature engineering, feature analysis and selection, stream-based classification, and real-time explanation of prediction outcomes. The explainability dashboard is designed for the general public, who may need more specialized knowledge to interpret the model’s prediction. Experimental results on two datasets attain approximately 90% values across all evaluation metrics, demonstrating robust and competitive performance compared to works in the literature. In summary, the system assists editors by reducing their effort and time in detecting disinformation.eng
dc.identifier.citationArriba-Pérez F de, García-Méndez S, Leal F, Malheiro B, Burguillo JC. Identification and explanation of disinformation in wiki data streams. Integrated Computer-Aided Engineering. 2025;0(0). doi:10.1177/10692509241306580
dc.identifier.doi10.1177/10692509241306580
dc.identifier.issn1069-2509
dc.identifier.issn1875-8835
dc.identifier.urihttp://hdl.handle.net/10400.22/29529
dc.language.isoeng
dc.peerreviewedyes
dc.publisherSAGE Publications
dc.relationFundação para a Ciência e a Tecnologia project UIDP/50014/2020
dc.relationXunta de Galicia grants ED481B-2022-093 and ED481D 2024/014
dc.relation.hasversionhttps://doi.org/10.1177/10692509241306580
dc.relation.ispartofIntegrated Computer-Aided Engineering
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/
dc.subjectDisinformation
dc.subjectexplainable artificial intelligence
dc.subjectmachine learning
dc.subjectnatural language processing
dc.subjectstream processing
dc.subjectwikis
dc.titleIdentification and explanation of disinformation in wiki data streamseng
dc.typejournal article
dspace.entity.typePublication
oaire.citation.titleIntegrated Computer-Aided Engineering
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85

Files

Original bundle
Now showing 1 - 1 of 1
Thumbnail Image
Name:
arriba-perez-et-al-2025-identification-and-explanation-of-disinformation-in-wiki-data-streams.pdf
Size:
2.22 MB
Format:
Adobe Portable Document Format
Download
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
4.03 KB
Format:
Item-specific license agreed upon to submission
Description:
Download

Collections

ISEP – LSA – Artigos