描述生长曲线的von bertalanffy模型的参数化

Q4 Medicine
F. A. Fernandes, Édipo Menezes da Silva, Kelly Pereira de Lima, S. A. Jane, T. J. Fernandes, J. A. Muniz
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引用次数: 6

摘要

动物的生长曲线一般呈S形,也称为S型曲线。非线性回归模型可以很好地拟合这类曲线,包括von Bertalanffy的模型,该模型已在多个领域得到广泛应用,在文献中通过不同的参数化提出,这在实践中会使其理解复杂化,影响非线性测量和参数推断。为了量化贝茨和沃茨模型中存在的非线性,使用了曲率的几何概念。这项工作的目的是分析地发展冯贝塔朗菲非线性模型的三种参数化,参考其非线性、推论的含义,并以不同的方式建立模型表达参数之间的关系。将这些参数化调整为绵羊的生长数据。对于每一个参数化,计算贝茨和瓦茨描述的内在曲率和参数曲率测量值。参数化的选择影响非线性测度,从而影响估计参数的可靠性和推断性。文献中最常用的形式显示出最大的线性偏差,表明在任何生长曲线研究中分析这些措施的重要性。当b估计代表拐点的横坐标时,应该使用参数化,因为它对所有参数表示较小的线性偏差和直接的生物学解释。1巴西拉夫拉斯联邦大学,州系ıstica,项目PósGraduação em Estat´ıstica e experimentapart o Agropecuária, Caixa邮政3037,CEP: 37200900,拉夫拉斯,MG,巴西。电子邮件:fernandesfelipest@gmail.com;ediposvm01@gmail.com;凯利limaadm@hotmail.com;serztjane@gmail.com;tales.jfernandes@ufla.br;joamuniz@ufla.br。2大学Lúrio UniLúrio, Ciências Agrárias学院,植物生产与保护与 学系,CEP: 1115-04, Unango Niassa, mo ambique, e -mail: serztjane@gmail.com Rev. Bras。Biom。[j] .中国科学院学报,2013,p.369-384, 2020 doi: 10.28951/rbb.v38i3.457 369
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PARAMETERIZATIONS OF THE VON BERTALANFFY MODEL FOR DESCRIPTION OF GROWTH CURVES
The growth curves of animals, in general, have an “S” shape, also known as sigmoidal curves. This type of curve is well fitted by nonlinear regression models, including von Bertalanffy’s model, which has been widely applied in several areas, being presented in literature through different parameterizations, which in practice, can complicate its understanding, affect nonlinearity measures and inferences about parameters. To quantify the nonlinearity present in a Bates and Watts model, a geometric concept of curvature has been used. The aim of this work was to analytically develop three parameterizations of the von Bertalanffy’s nonlinear model referring to its nonlinearity, implications for inferences and to establish relationships between parameters in the different ways of expressing the models. These parameterizations were adjusted to the growth data of sheep. For each parameterization, the intrinsic and parametric curvature measurements described by Bates and Watts were calculated. The parameterization choice affects nonlinearity measures, consequently, influences the reliability and inferences about estimated parameters. The forms most used in literature showed the greatest deviations from linearity, showing the importance of analyzing these measures in any growth curve study. Parameterization should be used in which the b estimate represents the abscissa of the inflection point, as it presents minor linearity deviations and direct biological interpretation for all parameters. 1Universidade Federal de Lavras UFLA, Departamento de Estat́ıstica, Programa de PósGraduação em Estat́ıstica e Experimentação Agropecuária, Caixa Postal 3037, CEP: 37200900, Lavras, MG, Brasil. E-mails: fernandesfelipest@gmail.com; ediposvm01@gmail.com; kelly limaadm@hotmail.com; serztjane@gmail.com; tales.jfernandes@ufla.br; joamuniz@ufla.br. 2Universidade Lúrio UniLúrio, Faculdade de Ciências Agrárias, Departamento de produção e proteção vegetal, CEP: 1115-04, Unango Niassa, Moçambique E-mail: serztjane@gmail.com Rev. Bras. Biom., Lavras, v.38, n.3, p.369-384, 2020 doi: 10.28951/rbb.v38i3.457 369
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来源期刊
Revista Brasileira de Biometria
Revista Brasileira de Biometria Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
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