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Expectations of linear functions with respect to truncated multinormal distributions — With applications for uncertainty analysis in environmental modelling

机译:线性函数对截断多正态分布的期望—在环境建模中的不确定性分析中的应用

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摘要

This paper discusses results concerning multivariate normal distributions that are subject to truncation by a hyperplane and how such results can be applied to uncertainty analysis in the environmental sciences. We present a suite of results concerning truncated multivariate normal distributions, some of which already appear in the mathematical literature. The focus here is to make these types of results more accessible to the environmental science community and to this end we include a conceptually simple alternative derivation of an important result. We illustrate how the theory of truncated multivariate normal distributions can be employed in the environmental sciences by means of an example from the economics of climate change control.
机译:本文讨论了受超平面截断的多元正态分布的结果,以及如何将这些结果应用于环境科学中的不确定性分析。我们提出了一组关于截断多元正态分布的结果,其中一些已经出现在数学文献中。这里的重点是使环境科学界更容易获得这些类型的结果,为此,我们将重要结果的概念上简单的替代推导包括在内。我们以气候变化控制经济学为例,说明了如何在环境科学中运用截断的多元正态分布理论。

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