Cambridge UP, Fachbücher, Statistical Methods for Climate Scientists (Englisch, Timothy DelSole, Michael Tippett, 2022)

1. Basic Concepts in Probability and Statistics 2. Hypothesis Tests 3. Confidence Intervals 4. Statistical Tests Based on Ranks 5. Introduction to Stochastic Processes 6. The Power Spectrum 7. Introduction to Multivariate Methods 8. Linear Regression: Least Squares Estimation 9. Linear Regression: Inference 10. Model Selection 11. Screening: A Pitfall in Statistics 12. Principal Component Analysis 13. Field Significance 14. Multivariate Linear Regression 15. Canonical Correlation Analysis 16. Covariance Discriminant Analysis 17. Analysis of Variance and Predictability 18. Predictable Component Analysis 19. Extreme Value Theory 20. Data Assimilation 21. Ensemble Square Root Filters 22. Appendix References Index.