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Alpha-Power Pareto distribution: Its properties and applications
Shumaila Ihtisham1, Alamgir Khalil2, Sadaf Manzoor1
1Department of Statistics, Islamia College, Peshawar, Khyber Pakhtunkhwa, Pakistan.
Researchers introduced a new Alpha-Power Pareto distribution by adding a parameter to standard distributions. This novel distribution demonstrates superior performance over existing Pareto variants in real-world data analysis.
Area of Science:
- Statistics
- Probability Distributions
- Mathematical Modeling
Background:
- Standard statistical distributions are often extended by incorporating additional parameters to enhance their flexibility and applicability.
- The Pareto distribution is a widely used probability distribution in various fields, but its standard form may lack the necessary adaptability for certain datasets.
Purpose of the Study:
- To introduce a new flexible probability distribution, the Alpha-Power Pareto distribution, by adding an extra parameter to the standard Pareto model.
- To investigate the theoretical properties and practical utility of the proposed Alpha-Power Pareto distribution.
Main Methods:
- Derivation of key statistical properties including the moment generating function, mode, quantiles, and entropies.
- Calculation of mean residual life function, stochastic orders, and order statistics for the new distribution.
- Parameter estimation using the maximum likelihood estimation (MLE) technique and validation on two real-world datasets.
Main Results:
- The study successfully derived various mathematical and statistical properties of the Alpha-Power Pareto distribution.
- Parameter estimation was performed effectively using the maximum likelihood estimation method.
- Empirical analysis using two real datasets indicated that the Alpha-Power Pareto distribution provides a better fit compared to other Pareto distribution variants.
Conclusions:
- The proposed Alpha-Power Pareto distribution is a valuable addition to the family of statistical distributions.
- The enhanced flexibility of the Alpha-Power Pareto distribution makes it suitable for modeling complex real-world phenomena.
- The distribution's superior performance, as evidenced by model selection criteria, suggests its potential for broader application in statistical modeling and data analysis.
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