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Complex networks as a unified framework for descriptive analysis and predictive modeling in climate science

机译:复杂网络作为气候科学描述性分析和预测建模的统一框架

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Abstract The analysis of climate data has relied heavily on hypothesis-driven statistical methods, while projections of future climate are based primarily on physics-based computational models. However, in recent years a wealth of new datasets has become available. Therefore, we take a more data-centric approach and propose a unified framework for studying climate, with an aim toward characterizing observed phenomena as well as discovering new knowledge in climate science. Specifically, we posi.
机译:摘要气候数据分析在很大程度上依赖于假设驱动的统计方法,而对未来气候的预测则主要基于基于物理的计算模型。但是,近年来,已经有了许多新的数据集。因此,我们采取以数据为中心的方法,并提出了一个统一的气候研究框架,旨在表征观测到的现象以及发现气候科学方面的新知识。具体来说,我们很乐观。

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