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delsole t statistical methods climate scientists 2022

Type:: E-books
Files:: 1
Size:: 50.6 MB
Uploaded On:: Feb. 9, 2022, 9:19 a.m.
Added By:: andryold1
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Info Hash:: C0132B7741DC3E0C37FBCFD35E6D347011F3CE3B

Textbook in PDF format 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. Basic Concepts in Probability and Statistics Hypothesis Tests Confidence Intervals Statistical Tests Based on Ranks Introduction to Stochastic Processes The Power Spectrum Introduction to Multivariate Methods Linear Regression: Least Squares Estimation Linear Regression: Inference Model Selection Screening: A Pitfall in Statistics Principal Component Analysi Field Significance Multivariate Linear Regression Canonical Correlation Analysis Covariance Discriminant Analysis Analysis of Variance and Predictable Component Analysis Extreme Value Theory Data Assimilation Ensemble Square Root Filters

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DelSole T. Statistical Methods for Climate Scientists 2022.pdf 50.6 MB

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delsole t statistical methods climate scientists 2022