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Ten simple rules for tackling your first mathematical models: A guide for graduate students by graduate students

机译:解决您第一个数学模型的十条简单规则:研究生研究生指南

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Biologists spend their time studying the natural world, seeking to understand its various patterns and the processes that give rise to them. One way of furthering our understanding of natural phenomena is through laboratory or field experiments, examining the effects of changing one, or several, variables on a measured response. Alternatively, one may conduct an observational study, collecting field data and comparing a measured response along natural gradients. A third and complementary way of understanding natural phenomena is through mathematical models. In the life sciences, more scientists are incorporating these quantitative methods into their research. Given the vast utility of mathematical models, ranging from providing qualitative predictions to helping disentangle multiple causation (see Hurford [1] for a more complete list), their increased adoption is unsurprising. However, getting started with mathematical models may be quite daunting for those with traditional biological training, as in addition to understanding new terminology (e.g., “Jacobian matrix,” “Markov chain”), one may also have to adopt a different way of thinking and master a new set of skills.
机译:生物学家花时间研究自然界,寻求了解其各种模式和引起它们的过程。进一步进一步了解自然现象的一种方法是通过实验室或现场实验,检查改变一个或多个变量对测量响应的影响。或者,可以进行观察研究,收集现场数据并比较沿自然梯度的测量响应。通过数学模型来理解自然现象的第三和补充方式。在生命科学中,更多的科学家正在将这些定量方法纳入他们的研究中。鉴于数学模型的巨大效用,从提供定性预测,以帮助解开多种因果关系(参见Hurford [1]为更完整的清单),他们的收养增加是不成熟的。然而,数学模型入门可能对具有传统生物训练的人来说可能相当令人生畏,除了了解新的术语(例如,“雅各比矩阵”,“马尔可夫链”),也可能必须采用不同的思维方式并掌握一组新的技能。

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