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Naslov:Social media bot detection research : review of literature
Avtorji:ID Rodič, Blaž (Avtor)
Datoteke:URL https://arxiv.org/abs/2503.22838
 
Jezik:Angleški jezik
Vrsta gradiva:Neznano
Tipologija:1.04 - Strokovni članek
Organizacija:FIŠ - Fakulteta za informacijske študije v Novem mestu
Opis:This study presents a review of research on social media bot detection. Social media bots are used by political and criminal actors for mass distribution of political messages, as well as rumors, conspiracy theories, and other forms of false information. Through the spread of disinformation, bots are eroding the public trust in political and media institutions and integrity of social media. We have examined recent research publication in the field of social media bot detection, including several previous reviews of bot detection research, and identified the methods used in bot detection and issues encountered by researchers. Our review was conducted through a search of 5 main bibliographical databases, which has produced a total of 534 research papers and other publications. This collection was then filtered with exclusion and inclusion criteria to isolate the most pertinent documents, resulting in a focused selection of 49 documents that were analyzed for this review. In the first part of the paper we introduce the phenomenon of fake news within social networks, its connection with social media bot activity, and conclude the introduction with issues caused or exacerbated by bots. In the main part of this paper we first present the results of statistical analysis of the reviewed documents and then introduce the field of social media bot research, followed by an overview of the issues of social media bot detection identified in the reviewed literature, including the evolution of bot concealment techniques and the methodological issues presented in some of the bot detection studies. We then proceed with an overview of the methods and results from the reviewed research papers, structured according to the main methodology used in the examined studies. Our review concludes with examination of the recent trends in social media bot development and related bot detection research.
Ključne besede:social media, social networks, social media bots, Twitter bots, bot detection, misinformation, disinformation, fake news
Datum objave:28.03.2025
Leto izida:2025
Št. strani:1 spletni vir (1 datoteka PDF (24 str.))
PID:20.500.12556/ReVIS-11591 Novo okno
UDK:004.9:070.431:177.3
ISSN pri članku:2331-8422
COBISS.SI-ID:231085315 Novo okno
DOI:10.48550/arXiv.2503.22838 Novo okno
Opomba:Nasl. z nasl. zaslona; Opis vira z dne 2. 4. 2025;
Datum objave v ReVIS:14.04.2025
Število ogledov:227
Število prenosov:1
Metapodatki:XML DC-XML DC-RDF
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Gradivo je del revije

Naslov:ArXiv.org
Skrajšan naslov:ArXiv.org
Založnik:Cornell University Library
ISSN:2331-8422
COBISS.SI-ID:10638614 Novo okno

Licence

Licenca:CC BY 4.0, Creative Commons Priznanje avtorstva 4.0 Mednarodna
Povezava:http://creativecommons.org/licenses/by/4.0/deed.sl
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