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数据分析与地球物理学前沿:通过明智地使用频谱分析、选择表达方式和处理离散值,可以从数据中学到更多东西。

Data Analysis and the Frontiers of Geophysics: More can be learned from data by wise use of spectrum analysis, choice of expression, and straggling values.

作者信息

Tukey J W

出版信息

Science. 1965 Jun 4;148(3675):1283-9. doi: 10.1126/science.148.3675.1283.

DOI:10.1126/science.148.3675.1283
PMID:17791256
Abstract

I have tried to talk about three areas in which I think newer techniques of data analysis will come into, or be developed in, geophysics which will advance our knowledge about the plasma-like, gaseous, liquid, and solid earth: (i) developments along the line of the concepts of the spectrum, with emphasis both on the use of cross-spectral methods of studying relationship and on bispectrum and higher methods of studying nonlinearities (including modulations) and frequency interactions; (ii) wise choice of modes of expression for analysis; (iii) the use of methods appropriate and effective in situations where distributions of errors and fluctuations do not have exactly the magic bell-shaped distribution.

摘要

我试图探讨三个领域,在这些领域中,我认为更新的数据分析技术将会进入地球物理学领域,或者在该领域得到发展,这些技术将增进我们对类等离子体、气态、液态和固态地球的认识:(i)沿着频谱概念的发展方向,重点是运用交叉谱方法研究关系,以及运用双谱和更高阶方法研究非线性(包括调制)和频率相互作用;(ii)明智地选择分析的表达模式;(iii)在误差和波动分布并非恰好呈神奇的钟形分布的情况下,使用合适且有效的方法。

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