Novel log-xgamma distribution improves estimation techniques for bounded datasets, suggesting broader applicability.
The two‐parameter xgamma distribution is employed to create a novel distribution that is suitable for bounded datasets within the interval (0, 1). A comprehensive analysis of the statistical properties of this newly proposed distribution is conducted. Various estimation procedures for the defined distribution are explored through different methodologies. A simulation study is performed to assess the efficacy of these estimation techniques. Three distinct datasets are examined, and the outcomes of the proposed distribution are compared with those of the Beta and Kumaraswamy distributions, along with other established unit distributions. Additionally, an R Shiny web tool has been developed to facilitate reproducibility of the results for users who do not utilize R.
No takes yet. Share an insight, caveat, or question.
Altun et al. (2025) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: