Neutrosophic Beta Distribution with Properties and Applications

Q1 Mathematics Neutrosophic Sets and Systems Pub Date : 2021-03-01 DOI:10.5281/ZENODO.4625715
Rehan Ahmad Khan Sherwani, M. Naeem, M. Aslam, M. Raza, M. Abid, Shumaila Abbas
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引用次数: 6

Abstract

This research is an extension of classical statistics distribution theory as the theory did notdeal with the problems having ambiguity, impreciseness, or indeterminacy. An important life-timedistribution called Beta distribution from classical statistics is proposed by considering theindeterminate environment and named the new proposed distribution as neutrosophic betadistribution. Various distributional properties like mean, variance, moment generating function, r-thmoment order statistics that includes smallest order statistics, largest order statistics, joint orderstatistics, and median order statistics are derived. The parameters of the proposed distribution areestimated via maximum likelihood method. Proposed distribution is applied on two real data setsand goodness of fit is assessed through AIC and BIC criteria’s. The estimates of the proposeddistribution suggested a better fit than the classical form of Beta distribution and recommended to usewhen the data in the interval form follows a Beta distribution and have some sort of indeterminacy
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信转β分布及其性质和应用
本研究是对经典统计分布理论的延伸,因为经典统计分布理论没有解决统计分布的模糊性、不精确性和不确定性问题。在考虑不确定环境的情况下,从经典统计学中提出了一个重要的寿命分布,称为Beta分布,并将其命名为嗜中性Beta分布。各种分布特性,如均值、方差、矩生成函数、r-矩阶统计量,包括最小阶统计量、最大阶统计量、联合阶统计量和中位数阶统计量。通过极大似然法估计了所提出分布的参数。将所提出的分布应用于两个真实数据集,并通过AIC和BIC准则评估拟合优度。所提出的分布的估计表明比经典形式的Beta分布有更好的拟合,并建议在区间形式的数据遵循Beta分布并且具有某种不确定性时使用
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来源期刊
Neutrosophic Sets and Systems
Neutrosophic Sets and Systems COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE-
CiteScore
4.50
自引率
0.00%
发文量
0
审稿时长
7 weeks
期刊介绍: Neutrosophic Sets and Systems (NSS) is an academic journal, published bimonthly online and on paper, that has been created for publications of advanced studies in neutrosophy, neutrosophic set, neutrosophic logic, neutrosophic probability, neutrosophic statistics etc. and their applications in any field.
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