Analyzing Real Data by a New Heavy-Tailed Statistical Model
Tanta University · Botswana International University of Science and Technology · +3 more institutions
Abstract
This study presents the power Mira distribution, an innovative three-parameter probability model that improves baseline distributions by including an extra shaping parameter. The suggested distribution has exceptional adaptability in representing various data characteristics, such as left and right skewness, declining trends, and unimodal patterns. These characteristics render it exceptionally appropriate for modeling risk-related data, an essential component of actuarial science and insurance analytics. We do an extensive theoretical study, delineating essential statistical features and offering a robust framework for parameter estimation. Critical risk metrics, including value-at-risk and tail value-at-risk,…
Citation impact
- FWCI
- 80.04
- Percentile
- 100%
- References
- 0
Authors
5Topics & keywords
- Computer science
- Data mining