Forecasting the Turkish Cinema Market (2025-2026): A Machine Learning Approach to Post-Pandemic Recovery
Abstract
Keywords
Cinema attendance, machine learning, Holt-Winters exponential smoothing
Supporting Institution
Ethical Statement
References
- Griffiths, T. (2024). ‘[O]ne of the year’s difficult problems’: The UK cinema industry and the influenza pandemic of 1918–1919. Social History, 49(2), 168–190. https://doi.org/10.1080/03071022.2024.2318973
- Holt, C. C. (1957). Forecasting seasonals and trends by exponentially weighted averages (O.N.R. Memorandum No. 52). Carnegie Institute of Technology. https://doi.org/10.1016/j.ijforecast.2003.09.015
- Hyndman, R. J., & Athanasopoulos, G. (2018). Forecasting: Principles and practice (2nd ed.). OTexts. https://otexts.com/fpp2/
- Hyndman, R. J., & Khandakar, Y. (2008). Automatic time series forecasting: The forecast package for R. Journal of Statistical Software, 27(3), 1–22. https://doi.org/10.18637/jss.v027.i03
- R Core Team. (2021). R: A language and environment for statistical computing [Computer software]. R Foundation for Statistical Computing.
- Rahmouni, L. (2023). The impact of COVID-19 on the cinema industry. ELWAHAT Journal for Research and Studies, 16(1), 1084–1099. https://doi.org/10.54246/1548-016-001-059
- Sheetal, A., Ma, A., & Infurna, F. J. (2024). Psychological predictors of socioeconomic resilience amidst the COVID-19 pandemic: Evidence from machine learning. American Psychologist, 79(8), 1139– 1154. https://doi.org/10.1037/amp0001329
- Voronin, Y. (2025). Detailing social influence in predicting cinema attendance: A vignette approach. Poetics, 113, Article 102041. https://doi.org/10.1016/j.poetic.2025.102041
- Wickham, H., Averick, M., Bryan, J., Chang, W., McGowan, L. D., François, R., Grolemund, G., Hayes, A., Henry, L., Hester, J., Kuhn, M., Pedersen, T. L., Miller, E., Bache, S. M., Müller, K., Ooms, J., Robinson, D., Seidel, D. P., Spinu, V., … Yutani, H. (2019). Welcome to the tidyverse. Journal of Open-Source Software, 4(43), Article 1686. https://doi.org/10.21105/joss.01686
- Winters, P. R. (1960). Forecasting sales by exponentially weighted moving averages. Management Science, 6(3), 324–342. https://www.jstor.org/stable/2627346