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Perspectives on Neuroscience
Published on: July 31, 2007
Refining estimation techniques for the Two-Sided Power Distribution: A data-sensitive perspective
1Department of Statistics, Faculty of Science, Firat University, Elazığ, Türkiye.
Abstract:
This study proposes a novel method aimed at achieving more reliable parameter estimates for the Two-Sided Power Distribution (TSPD), particularly under small-sample conditions. The proposed approach enhances the flexibility and data sensitivity of the distribution by redefining it as a convex combination of two independent uniform components. A new estimation formula is introduced for the probability [Formula: see text], which holds critical importance in fields such as system reliability and stress-strength modeling. Compared to classical theoretical expressions, this new formulation produces more accurate and stable results in small-sample settings. Simulation studies and real-data applications demonstrate that the proposed method reduces estimation error and yields values closer to empirical observations. Furthermore, the method provides a balanced and computationally feasible alternative to conventional techniques such as maximum likelihood estimation. The results reveal that the proposed approach offers a significant advantage for the reliable computation of key performance metrics such as reliability probabilities and related measures.
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