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Statistical Methods For Climate Scientists Timothy Delsole Michael Tippett

  • SKU: BELL-38321424
Statistical Methods For Climate Scientists Timothy Delsole Michael Tippett
$ 35.00 $ 45.00 (-22%)

4.0

16 reviews

Statistical Methods For Climate Scientists Timothy Delsole Michael Tippett instant download after payment.

Publisher: Cambridge University Press
File Extension: PDF
File size: 8.05 MB
Pages: 545
Author: Timothy DelSole, Michael Tippett
ISBN: 9781108472418, 1108472419
Language: English
Year: 2021

Product desciption

Statistical Methods For Climate Scientists Timothy Delsole Michael Tippett by Timothy Delsole, Michael Tippett 9781108472418, 1108472419 instant download after payment.

A comprehensive introduction to the most commonly used statistical methods relevant in atmospheric, oceanic and climate sciences. Each method is described step-by-step using plain language, and illustrated with concrete examples, with relevant statistical and scientific concepts explained as needed. Particular attention is paid to nuances and pitfalls, with sufficient detail to enable the reader to write relevant code. Topics covered include hypothesis testing, time series analysis, linear regression, data assimilation, extreme value analysis, Principal Component Analysis, Canonical Correlation Analysis, Predictable Component Analysis, and Covariance Discriminant Analysis. The specific statistical challenges that arise in climate applications are also discussed, including model selection problems associated with Canonical Correlation Analysis, Predictable Component Analysis, and Covariance Discriminant Analysis. Requiring no previous background in statistics, this is a highly accessible textbook and reference for students and early-career researchers in the climate sciences.

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