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Parameterization effects in nonlinear models to describe growth curves

机译:非线性模型中的参数化效应来描述增长曲线

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Various parameterizations of nonlinear models are common in the literature.In addition to complicating the understanding of th ese models, these parameterizations affect the nonlinearity measures and subsequently the inferences about the parameters. Bates and Watts (1980) quantified model nonlinearity using the geometric concept of curvature. Here we aimed to evaluate the three most common parameterizations of the Logistic and Gompertz nonlin ear models with a focus on their nonlinearity and how this might affect inferences, and to establish relations between the parameters under the various expressions of the models. All parameterizations were adjusted to the growth da ta from pequi fruit. The intrinsic and parametric curvature described by Bates and Watts were calculated for each parameter. The choice of parameterization affects the nonlinearity measures, thus influencing the reliability and inferences about the estimated parameters. The most used me thodologies presented the highest distance from linearity, showing the importance of analyzing these meas ures in any growth curve study. We propose that the parameterization in which the estimate of B is the abscissa of the inflection point should be used because of the lower deviations from linearity and di rect biological interpreta tion for all parameters.
机译:非线性模型的各种参数化在文献中很普遍,除了使这些模型的理解复杂化之外,这些参数化还会影响非线性测度,进而影响有关参数的推论。 Bates and Watts(1980)使用曲率的几何概念量化了模型非线性。在这里,我们旨在评估Logistic和Gompertz非线性耳模型的三个最常见的参数化,重点是它们的非线性及其对推理的影响,并在模型的各种表达式下建立参数之间的关系。将所有参数设置调整为来自pequi水果的生长数据。贝特斯和瓦特描述的本征曲率和参数曲率是针对每个参数计算的。参数化的选择会影响非线性度量,从而影响可靠性和对估计参数的推论。最常用的方法与线性的距离最大,表明在任何生长曲线研究中分析这些方法的重要性。我们建议应使用参数化方法,其中B的估计值是拐点的横坐标,因为与所有参数的线性和直接生物学解释相比,偏差较小。

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