Data · 2023 · 18 citations · 52 references
BusinessPetroleum EngineeringStatisticsStochastic ModelingSurvival AnalysisHazard FunctionsInferential StatisticsMaximum Likelihood EstimationMonte Carlo MethodsMonte Carlo SimulationProbability DistributionsHazard Rate EstimationMaximum Likelihood EstimatorMoment-generating FunctionsMonte Carlo Simulation ModelingProbabilistic Hazard AnalysisProbabilistic Hazard ModelingProbability Density Function EstimationProbability Density Function Modeling
In this article, we pioneer a new Burr X distribution using the odd beta prime generalized (OBP-G) family of distributions called the OBP-Burr X (OBPBX) distribution. The density function of this model is symmetric, left-skewed, right-skewed, and reversed-J, while the hazard function is monotonically increasing, decreasing, bathtub, and N-shaped, making it suitable for modeling skewed data and failure rates. Various statistical properties of the new model are obtained, such as moments, moment-generating function, entropies, quantile function, and limit behavior. The maximum-likelihood-estimation procedure is utilized to determine the parameters of the model. A Monte Carlo simulation study is implemented to ascertain the efficiency of maximum-likelihood estimators. The findings demonstrate the empirical application and flexibility of the OBPBX distribution, as showcased through its analysis of petroleum rock samples and COVID-19 mortality data, along with its superior performance compared to well-known extended versions of the Burr X distribution. We anticipate that the new distribution will attract a wider readership and provide a vital tool for modeling various phenomena in different domains.
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Cumulative Frequency Functions
Irving W. Burr · The Annals of Mathematical Statistics · 1942 · 1.4K citations · Full text
A new method for generating families of continuous distributions
Ayman Alzaatreh, Carl Lee, Felix Famoye · METRON · 2013 · 1.1K citations · Full text