International Journal of Neutrosophic Science

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https://doi.org/10.54216/IJNS

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Volume 27 , Issue 1 , PP: 100-110, 2026 | Cite this article as | XML | Html | PDF | Full Length Article

Neutrosophic Alpha Logarithm Exponential Distribution

Hazim G. Kalt 1 * , Majida T. Abdul Sada 2

  • 1 Department of Mathematics, University of Kerbala, Iraq - (Hazim.galit@uokerbala.edu.iq)
  • 2 Directorate of Education Babylon, Babylon, Iraq - (vovoaa1978@gmail.com)
  • Doi: https://doi.org/10.54216/IJNS.270110

    Received: February 27, 2025 Revised: May 30, 2025 Accepted: July 03, 2025
    Abstract

    The probability distribution holds considerable importance within the realm of probability theory, a concept that permeates nearly all scientific disciplines. Nevertheless, the principal aim of the present research endeavor is to introduce a novel distribution referred to as the neutrosophic Alpha logarithm Exponential, abbreviated as NALE. Various mathematical attributes that elucidate life survival and associated characteristics such as hazard rates, moment’s functions, moment-generating functions, and additional metrics including mean and variance are also examined. Two methods were used to estimate the parameters; the Monte Carlo simulation has been employed to evaluate the efficacy of the NALE distribution estimation and to compare the two estimation methods. Therefore, the outcomes from the simulation executed in this research imply that a satisfactory level of precision in estimation is feasible only when the sample size is notably large. The real data has been utilized to demonstrate the specific manner in which the proposed NALE distribution has been recommended for application. Based on the analyses presented in the preceding sections, it can be inferred that the NALE distribution possesses a broad applicability since it is capable of accommodating of neutrosophic data; it does not differentiate between certainty, probabilities of uncertainty, ambiguities, or imprecisions.

    Keywords :

    Alpha logarithm Exponential Distribution , Neutrosophic Distributions , Survival function , Hazard function , Neutrosophic statistics , Parameter Estimation

    References

    [1]       F. Smarandache, Neutrosophy, neutrosophic probability, set and logic; American Research Press, Rehoboth, USA, 1998.

     

    [2]       S. K. Patro and F. Smarandache, “Neutrosophic Decision-Making Based on Interval-Valued Neutrosophic Sets,” Mathematics, vol. 10, no. 18, p. 3345, 2022. DOI: 10.3390/math10183345.

     

    [3]       R. Alhabib, M. M. Ranna, H. Farah, and A. A. Salama, “Some neutrosophic probability distributions,” Neutrosophic Sets and Systems, vol. 22, pp. 30-38, 2018.

     

    [4]       I. Deli, “Interval-valued neutrosophic soft sets and its decision making,” International Journal of Machine Learning and Cybernetics, vol. 8, no. 2, pp. 665-676, 2017. DOI: 10.1007/s13042-015-0461-3.

     

    [5]       H. Zhang, L. Xiong, and W. Ma, “On Interval-Valued Hesitant Fuzzy Soft Sets,” Mathematical Problems in Engineering, vol. 2015, Article ID 254764. DOI: 10.1155/2015/254764.

     

    [6]       S. K. Patro and F. Smarandache, “The neutrosophic statistical distribution, more problems, more solutions,” Neutrosophic Sets and Systems, vol. 12, pp. 73-79, 2016.

     

    [7]       B. M. Nayana, K. K. Anakha, V. M. Chacko, M. Aslam, and M. A. Albassam, “A new neutrosophic model using DUS-Weibull transformation with application,” Complex & Intelligent Systems, 2022. DOI: 10.1007/s40747-022-00698-6.

     

    [8]       K. F. H. Alhasan and F. Smarandache, “Neutrosophic Weibull distribution and Neutrosophic Family Weibull Distribution,” Infinite Study, 2019.

     

    [9]       M. B. Zeina and A. Hatip, “Neutrosophic Random Variables,” Neutrosophic Sets Syst., vol. 39, no. 1, 2021.

     

    [10]    R. A. K. Sherwani et al., “Neutrosophic Beta Distribution with Properties and Applications,” Neutrosophic Sets Syst., vol. 41, pp. 209-214, 2021.

     

    [11]    A. J. Ali, A. A. Naji, B. H. Abd Zaid, K. H. Fazaa, and A. J. Ramadhan, “Properties of energy-like statistics under squared Euclidean distance and exponential gamma distributions,” in BIO Web of Conferences, vol. 97, p. 00089, EDP Sciences, 2024.

     

    [12]    L. Hindi and H. K. Asker, “Role of individual component failure in the performance of a 1-out-of-3 cold standby system: A Markov model approach,” Open Engineering, vol. 14, no. 1, pp. 20220517, 2024.

     

    [13]    L. A. J. Mohsin and H. G. Kalt, “An application to exponential distribution of a novel family of distributions,” in AIP Conference Proceedings, vol. 3282, no. 1, p. 040036, AIP Publishing LLC, 2025.

     

    [14]    I. S. Gradshteyn and I. M. Ryzhik, Table of Integrals, Series, and Products, Academic Press, 2014.

     

    [15]    M. Albassam, N. Khan, and M. Aslam, “The W/S test for data having neutrosophic numbers: An application to USA village population,” Complexity, pp. 1-8, 2020.

    Cite This Article As :
    G., Hazim. , T., Majida. Neutrosophic Alpha Logarithm Exponential Distribution. International Journal of Neutrosophic Science, vol. , no. , 2026, pp. 100-110. DOI: https://doi.org/10.54216/IJNS.270110
    G., H. T., M. (2026). Neutrosophic Alpha Logarithm Exponential Distribution. International Journal of Neutrosophic Science, (), 100-110. DOI: https://doi.org/10.54216/IJNS.270110
    G., Hazim. T., Majida. Neutrosophic Alpha Logarithm Exponential Distribution. International Journal of Neutrosophic Science , no. (2026): 100-110. DOI: https://doi.org/10.54216/IJNS.270110
    G., H. , T., M. (2026) . Neutrosophic Alpha Logarithm Exponential Distribution. International Journal of Neutrosophic Science , () , 100-110 . DOI: https://doi.org/10.54216/IJNS.270110
    G. H. , T. M. [2026]. Neutrosophic Alpha Logarithm Exponential Distribution. International Journal of Neutrosophic Science. (): 100-110. DOI: https://doi.org/10.54216/IJNS.270110
    G., H. T., M. "Neutrosophic Alpha Logarithm Exponential Distribution," International Journal of Neutrosophic Science, vol. , no. , pp. 100-110, 2026. DOI: https://doi.org/10.54216/IJNS.270110