The study aims to evaluate the effectiveness of wavelet analysis as a diagnostic tool for univariate time series models by comparing several traditional and wavelet-based methods. It also seeks to compare the performance of two different approaches for analyzing and forecasting univariate time series: traditional exponential smoothing and wavelet analysis. Additionally, the research explores the effectiveness of a hybrid model combining exponential smoothing and wavelet filters. These methods were applied to real-world data, with results showing that the hybrid model achieves higher predictive accuracy and excels in isolating noise and abrupt changes.
| Mualliflar | Al-Haleem, Rusul Ali Abd, Hayawi, Heyam A. |
|---|---|
| Jurnal | Innovative Multidisciplinary Journal of Applied Technology |
| Nashriyot | ТДТУ Қўқон филиали |
| ISSN | 2995-486X, 2995-486x |
| Nashr sanasi | 2025-07-30 |
| Jild | 3 |
| Son | 7 |
| Betlar | 80-92 |
| Til | Ingliz |
| Indeksga qo‘shilgan | 2026-08-26 |
Time series, exponential smoothing, wavelets, hybrid model
| APA | Al-Haleem, Rusul Ali Abd, & Hayawi, Heyam A. (2025). Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application. Innovative Multidisciplinary Journal of Applied Technology, 3(7), 80-92. https://www.multijournals.org/index.php/innovative/article/view/3582 |
|---|---|
| GOST (OAK) | Al-Haleem, Rusul Ali Abd, Hayawi, Heyam A. Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application // Innovative Multidisciplinary Journal of Applied Technology. – 2025. – T. 3, № 7. – P. 80-92. |
| MLA | Al-Haleem, Rusul Ali Abd, and Hayawi, Heyam A. “Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application.” Innovative Multidisciplinary Journal of Applied Technology, 3(7), 80-92, 2025. https://www.multijournals.org/index.php/innovative/article/view/3582 |
| Chicago | Al-Haleem, Rusul Ali Abd, and Hayawi, Heyam A. “Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application.” Innovative Multidisciplinary Journal of Applied Technology, 3(7), 80-92 (2025). https://www.multijournals.org/index.php/innovative/article/view/3582 |
| Harvard | Al-Haleem, Rusul Ali Abd, and Hayawi, Heyam A (2025) ‘Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application’, Innovative Multidisciplinary Journal of Applied Technology, 3(7), 80-92. https://www.multijournals.org/index.php/innovative/article/view/3582 |
| BibTeX | @article{alhaleemrusulaliabd2025,
title = {Hybrid Waveform Diagnostics of Seasonal Time Series Models and Exponential Smoothing with the Application},
author = {Al-Haleem, Rusul Ali Abd and Hayawi, Heyam A.},
journal = {Innovative Multidisciplinary Journal of Applied Technology},
year = {2025},
volume = {3},
number = {7},
pages = {80-92},
url = {https://www.multijournals.org/index.php/innovative/article/view/3582}
} |
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