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A NEW MODIFIED GENERALIZED ODD LOG-LOGISTIC DISTRIBUTION WITH THREE PARAMETERS

机译:具有三个参数的新的广义广义对数逻辑分布

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Statistical distributions are very useful in describing and predicting real-world phenomena. Numerous extended distributions have been extensively used over the last decades for modeling data in many applied sciences such as medicine, engineering and finance. Recent developments focus on defining new families that extend well-known distributions and at the same time provide great flexibility in modeling data in practice. In this paper, we have introduced a new three-parameter exponential distribution called the generalized odd log-logistic-exponential distribution by using the generator defined by Cordeiro et al (2017). This model extends the odd log-logistic-exponential and exponential distributions. Several of its structural properties are discussed in detail. These include shape of the probability density function, hazard rate function, quantile function order statistics, and moments. The method of maximum likelihood is adopted to estimate the model parameters. The applicability of the new models is illustrated by using real data. The goodness-of-fits of the exponential, beta exponential, Kumaraswamy exponential and the generalized odd log-logistic-exponential distributions have been compared through the AIC, AICC, BIC and KS statistics and found that the generalized odd log-logistic-exponential distribution fits well the data. Key Word : Exponential distribution, odd log logic distribution, maximum likelihood estimation, Monte Carlo.
机译:统计分布对于描述和预测现实世界的现象非常有用。在过去的几十年中,许多扩展分布已广泛用于在许多应用科学(例如医学,工程学和金融学)中对数据进行建模。最近的发展集中在定义扩展已知分布的新族,同时在实践中为数据建模提供了极大的灵活性。在本文中,我们使用了由Cordeiro等人(2017年)定义的生成器,引入了一种新的三参数指数分布,称为广义奇数对数-logistic-指数分布。该模型扩展了奇数对数-logistic-指数分布和指数分布。详细讨论了其一些结构特性。这些包括概率密度函数,危害率函数,分位数函数阶数统计和矩的形状。采用最大似然法估计模型参数。通过使用实际数据说明了新模型的适用性。通过AIC,AICC,BIC和KS统计量比较了指数,β指数,Kumaraswamy指数和广义奇对数对数指数的拟合优度,发现广义奇对数对数指数分布非常适合数据。关键词:指数分布,奇数对数逻辑分布,最大似然估计,蒙特卡洛。

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