Statistical analysis in climate research /
Climatology is, to a large degree, the study of the statistics of our climate. The powerful tools of mathematical statistics therefore find wide application in climatological research. The purpose of this book is to help the climatologist understand the basic precepts of the statistician's art...
Clasificación: | Libro Electrónico |
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Autor principal: | |
Otros Autores: | |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
Cambridge ; New York :
Cambridge University Press,
1999.
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Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 1. Introduction
- I. Fundamentals. 2. Probability Theory. 3. Distributions of Climate Variables. 4. Concepts in Statistical Inference. 5. Estimation
- II. Confirmation and Analysis. 6. The Statistical Test of a Hypothesis. 7. Analysis of Atmospheric Circulation Problems
- III. Fitting Statistical Models. 8. Regression. 9. Analysis of Variance
- IV. Time Series. 10. Time Series and Stochastic Processes. 11. Parameters of Univariate and Bivariate Time Series. 12. Estimating Covariance Functions and Spectra
- V. Eigen Techniques. 13. Empirical Orthogonal Functions. 14. Canonical Correlation Analysis. 15. POP Analysis. 16. Complex Eigentechniques
- VI. Other Topics. 17. Specific Statistical Concepts in Climate Research. 18. Forecast Quality Evaluation. B. Elements of Linear Analysis
- C. Fourier Analysis and Fourier Transform
- D. Normal Density and Cumulative Distribution Function
- E. The X[superscript 2] Distribution
- F. Student's t Distribution
- G. The F Distribution
- H. Table-Look-Up Test
- I. Critical Values for the Mann-Whitney Test
- J. Quantiles of the Squared-ranks Test Statistic
- K. Quantiles of the Spearman Rank Correlation Coefficient
- L. Correlations and Probability Statements
- M. Some Proofs of Theorems and Equations.