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Integrated modeling of the sports and reliability data: Implications of the probabilistic model and deep learning approaches
- Source :
- Alexandria Engineering Journal, Vol 94, Iss , Pp 274-286 (2024)
- Publication Year :
- 2024
- Publisher :
- Elsevier, 2024.
-
Abstract
- In this paper, we consider the evolution of a new probability distribution called the exponential flexible Weibull distribution. The proposed exponential flexible Weibull distribution is obtained by combining the flexible Weibull extension with the exponential T-X strategy. For the exponential flexible Weibull, the estimators of the model parameters are derived mathematically. The appraisal of these parameters is accomplished through a simulation study. The applicability and virtuoso of the exponential flexible Weibull distribution are exemplified via two data sets. Furthermore, we implement the state-of-the-art deep learning algorithms, specifically Artificial Neural Networks and Extreme Gradient Boosting, which are widely employed in real-world applications. A comprehensive comparative analysis is conducted to assess the relative performance of these methodologies.
Details
- Language :
- English
- ISSN :
- 11100168
- Volume :
- 94
- Issue :
- 274-286
- Database :
- Directory of Open Access Journals
- Journal :
- Alexandria Engineering Journal
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.5527ba3f64c2477f8900686c341067a9
- Document Type :
- article
- Full Text :
- https://doi.org/10.1016/j.aej.2024.03.053