A Stochastic Schumacher Diffusion Process: Probability Characteristics Computation and Statistical Analysis

被引:1
|
作者
Nafidi, Ahmed [1 ]
El Azri, Abdenbi [1 ]
Gutierrez-Sanchez, Ramon [2 ]
机构
[1] Hassan First Univ Settat, Natl Sch Appl Sci, Dept Math & Comp Sci, BP 218, Berrechid 26103, Morocco
[2] Univ Granada, Fac Ciencias, Dept Stat & Operat Res, Campus Fuentenueva, Granada 18071, Spain
关键词
Schumacher growth curve; Stochastic diffusion process; Statistical estimation; Goodness of fits; Computational simulation; Prediction; MAXIMUM-LIKELIHOOD-ESTIMATION; GROWTH; MODEL;
D O I
10.1007/s11009-023-10031-4
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The principal goal of this article is to establish a methodological approach to computational statistical analysis for a new in-homogeneous stochastic diffusion process with mean function corresponds to the Schumacher curve. Firstly, we analyse the principal probabilistic characteristics like the functions of the mean and the transition probability density of the process. So, the parameters estimation appearing in the current process are determined by the maximum likelihood approach with discrete sampling. Finally, so as to provide the performance of the proposed process, we will apply these computational statistical results to simulated data based on a discretization of the analytical expression of the process by justifying the fit and prediction possibilities.
引用
收藏
页数:15
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