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arxiv: 2405.14509 · v2 · pith:RTUPNCYHnew · submitted 2024-05-23 · 📊 stat.ME

Closed-form estimators for an exponential family derived from likelihood equations

classification 📊 stat.ME
keywords estimatorsclosed-formbootstrapderivedexponentialfamilyproposedassessment
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In this paper, we derive closed-form estimators for the parameters of some probability distributions belonging to the exponential family. A bootstrap bias-reduced version of these proposed closed-form estimators are also derived. A Monte Carlo simulation is performed for the assessment of the estimators. The results are seen to be quite favorable to the proposed bootstrap bias-reduce estimators.

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