APATHY: HOW YOUTUBE’S ALGORITHMS FOSTER BINGE-WATCHING BEHAVIOUR
DOI:
https://doi.org/10.30888/2663-5712.2025-32-01-018Ключові слова:
YouTube, algorithm, binge-watching, personalized contentАнотація
Our work examines the mechanisms of formation of severe symptoms of psychological dependence on content in YouTube consumers. A technical and psychological analysis of the YouTube platform recommendation algorithm was conducted in order to predict trendsMetrics
Посилання
P. Covington, J. Adams, and E. Sargin, “Deep Neural Networks for YouTube
Recommendations,” Proceedings of the 10th ACM Conference on Recommender Systems - RecSys ’16, pp. 191–198, Sep. 2016, doi: https://doi.org/10.1145/
2959190.
J. Davidson et al., “The YouTube video recommendation system,” Proceedings of the fourth ACM conference on Recommender systems - RecSys ’10, 2010, doi: https://doi.org/10.1145/1864708.1864770.
Arash Nicoomanesh, “Evolution of Recommendation Algorithms, Part I:
Fundamentals , History Overview, Core and Classical Algorithms,” Medium, Mar. 25, 2024. https://medium.com/@anicomanesh/evolution-of-recommendation-algorithms-part-i-fundam entals-and-classical-recommendation-bb1c0bce78a9 (accessed Jun. 20, 2025).
G. Linden, B. Smith, and J. York, “Amazon.com recommendations: item-to-item collaborative filtering,” IEEE Internet Computing, vol. 7, no. 1, pp. 76–80, Jan. 2003, doi: https://doi.org/10.1109/mic.2003.1167344.
J. A. Starosta and B. Izydorczyk, “Understanding the Phenomenon of
Binge-Watching—A Systematic Review,” International Journal of Environmental Research and Public Health, vol. 17, no. 12, Jun. 2020, doi: https://doi.org/10.3390/ijerph17124469.
Z. Zhao et al., “Recommender Systems in the Era of Large Language Models (LLMs),” IEEE transactions on knowledge and data engineering, vol. 36, no. 11, pp. 1–20, Jan. 2024, doi: https://doi.org/10.1109/tkde.2024.3392335.
Y. Gao, T. Sheng, Y. Xiang, Y. Xiong, H. Wang, and J. Zhang, “Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System,” Mar. 2023, doi: https://doi.org/10.48550/arxiv.2303.14524.
T. Harris, “How a handful of tech companies control billions of minds every day,” www.ted.com, Apr. 2017.
https://www.ted.com/talks/tristan_harris_how_a_handful_of_tech_companies_control_billion s_of_minds_every_day (accessed Jun. 21, 2025).
HealthyGamerGG, “Why You’re Struggling With Discipline,” YouTube, May 04, 2023. https://www.youtube.com/watch?v=xkd36cJ6Z78 (accessed Jun. 22, 2025).
N. Eyal, “Variable Rewards: Want To Hook Users? Drive Them Crazy,” Nir and Far, Mar. 27, 2012. https://www.nirandfar.com/want-to-hook-your-users-drive-them-crazy/ (accessed Jun. 22, 2025).
“Why Don’t You Want To Do Anything After Binging 4 Hours of YouTube Videos...,” www.youtube.com, Nov.15,2022. https://www.youtube.com/watch?v = zBgCRJluWTc (accessed Jun. 22, 2025).
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