On Some Estimation Methods of Neutrosophic Continuous Probability Distributions Using One-Dimensional AH-Isometry

Authors

  • Abdulrahman Astambli Faculty of Science, Dept. of Mathematical Statistics, University of Aleppo, Aleppo, Syria,
  • Mohamed Bisher Zeina Faculty of Science, Dept. of Mathematical Statistics, University of Aleppo, Aleppo, Syria,
  • Yasin Karmouta Faculty of Science, Dept. of Mathematical Statistics, University of Aleppo, Aleppo, Syria,

Keywords:

AH Isometry; Neutrosophic Field of Reals; Maximum Likelihood; Moments; Probability Density Functions; Neutrosophic Fisher Information.

Abstract

In this research, we introduce an algebraic approach to define the concept of neutrosophic
maximum likelihood estimation method based on neutrosophic continuous probability
distributions based on classical neutrosophic numbers of the form ð‘ = ð‘Ž + ð‘ð¼;ð¼
2 = ð¼ i.e., ð¼ is a
letter not a numerical set. We prove that the neutrosophic loglikelihood function gives the same
estimators given by neutrosophic likelihood function. Also, we present the concept of neutrosophic
moments estimation method which produces system of neutrosophic equations to derive the
neutrosophic estimators using an algebraic isomorphism. Estimators based on two mentioned
methods were derived successfully for some neutrosophic continuous probability distributions.
Concept of neutrosophic Fisher information is also presented. Theorems were proved using an
algebraic approach depending on the one-dimensional AH-Isometry. A simulation study is also
presented to show the efficiency of the presented estimators.

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Published

2023-01-01

Issue

Section

SI#1,2024: Neutrosophical Advancements And Their Impact on Research

How to Cite

Abdulrahman Astambli, Mohamed Bisher Zeina, & Yasin Karmouta. (2023). On Some Estimation Methods of Neutrosophic Continuous Probability Distributions Using One-Dimensional AH-Isometry. Neutrosophic Sets and Systems, 53, 641-652. http://fs.unm.edu/nss8/index.php/111/article/view/3249

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