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Sensitivity analysis methods in the biomedical sciences.
Mathematical Biosciences ( IF 4.3 ) Pub Date : 2020-01-14 , DOI: 10.1016/j.mbs.2020.108306
George Qian 1 , Adam Mahdi 2
Affiliation  

Sensitivity analysis is an important part of a mathematical modeller's toolbox for model analysis. In this review paper, we describe the most frequently used sensitivity techniques, discussing their advantages and limitations, before applying each method to a simple model. Also included is a summary of current software packages, as well as a modeller's guide for carrying out sensitivity analyses. Finally, we apply the popular Morris and Sobol methods to two models with biomedical applications, with the intention of providing a deeper understanding behind both the principles of these methods and the presentation of their results.

中文翻译:

生物医学科学中的灵敏度分析方法。

灵敏度分析是数学建模者工具箱中用于模型分析的重要部分。在本文中,我们将介绍最常用的灵敏度技术,并讨论它们的优点和局限性,然后再将每种方法应用于简单的模型。还包括当前软件包的摘要,以及进行敏感性分析的建模者指南。最后,我们将流行的Morris和Sobol方法应用于具有生物医学应用的两个模型,目的是在这些方法的原理及其结果的表述背后提供更深刻的理解。
更新日期:2020-01-14
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