利用跨栏模型对暖期持续时间序列进行统计建模

Pub Date : 2017-06-21 DOI:10.2436/20.8080.02.57
J. Rydén
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引用次数: 2

摘要

计数的回归模型可以应用于地球科学,例如在研究极端气候数量的趋势时。障碍模型是一种改进的计数模型,可以看作是分布的混合。本文采用障碍模型来模拟高温周期长度的总和。提出了对文献中常见版本的修改,因为需要左截断以及对零的特殊处理。该模型的结果与简单计数模型的结果进行了比较。
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Statistical modeling of warm-spell duration series using hurdle models
Regression models for counts could be applied to the earth sciences, for instance when studying trends of extremes of climatological quantities. Hurdle models are modified count models which can be regarded as mixtures of distributions. In this paper, hurdle models are applied to model the sums of lengths of periods of high temperatures. A modification to the common versions presented in the literature is presented, as left truncation as well as a particular treatment of zeros is needed for the problem. The outcome of the model is compared to those of simpler count models.
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