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Detail publikace
TOMLEIN, M. PECHER, B. ŠIMKO, J. SRBA, I. MÓRO, R. ŠTEFANCOVÁ, E. KOMPAN, M. HRČKOVÁ, A. PODROUŽEK, J. BIELIKOVÁ, M.
Originální název
Black-box Audit of YouTube's Video Recommendation: Investigation of Misinformation Filter Bubble Dynamics
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
We investigated the creation and bursting dynamics of misinformation filter bubbles on YouTube using a black-box sockpuppeting audit technique. In this study, pre-programmed agents acting as YouTube users stimulated YouTube's recommender systems: they first watched a series of misinformation promoting videos (bubble creation) and then a series of misinformation debunking videos (bubble bursting). Meanwhile, agents recorded videos recommended to them by YouTube. After manually annotating these recommendations, we were able to quantify the portion of misinformative videos among them. The results confirm the creation of filter bubbles (albeit not in all situations) and show that these bubbles can be bursted by watching credible content. Drawing a direct comparison with a previous study, we do not see improvements in overall quantities of misinformation recommended.
Klíčová slova
Black boxes, Bubble bursting, Bubble dynamics, Extended abstracts, YouTube
Autoři
TOMLEIN, M.; PECHER, B.; ŠIMKO, J.; SRBA, I.; MÓRO, R.; ŠTEFANCOVÁ, E.; KOMPAN, M.; HRČKOVÁ, A.; PODROUŽEK, J.; BIELIKOVÁ, M.
Vydáno
28. 7. 2022
Nakladatel
International Joint Conferences on Artificial Intelligence
Místo
Vienna
ISBN
978-1-956792-00-3
Kniha
Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence Sister Conferences Best Papers
Strany od
5349
Strany do
5353
Strany počet
5
URL
https://www.ijcai.org/proceedings/2022/749
BibTex
@inproceedings{BUT180393, author="TOMLEIN, M. and PECHER, B. and ŠIMKO, J. and SRBA, I. and MÓRO, R. and ŠTEFANCOVÁ, E. and KOMPAN, M. and HRČKOVÁ, A. and PODROUŽEK, J. and BIELIKOVÁ, M.", title="Black-box Audit of YouTube's Video Recommendation: Investigation of Misinformation Filter Bubble Dynamics", booktitle="Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence Sister Conferences Best Papers", year="2022", pages="5349--5353", publisher="International Joint Conferences on Artificial Intelligence", address="Vienna", doi="10.24963/ijcai.2022/749", isbn="978-1-956792-00-3", url="https://www.ijcai.org/proceedings/2022/749" }
Dokumenty
_IJCAI_2022__TBD.pdf