Computational Statistics in the Earth Sciences

Computational Statistics in the Earth Sciences

With Applications in MATLAB

Chave, Alan D. (Woods Hole Oceanographic Institution, Massachusetts)

Cambridge University Press

10/2017

464

Dura

Inglês

9781107096004

15 a 20 dias

Based on a course taught by the author, this book combines theoretical underpinnings of statistics with practical analysis of Earth sciences data using MATLAB. Datasets and bespoke MATLAB scripts are available online, as well as questions for use by instructors. This is an ideal text for advanced undergraduate and graduate students.
Preface; 1. Probability concepts; 2. Statistical concepts; 3. Statistical distributions; 4. Characterization of data; 5. Point, interval and ratio estimators; 6. Hypothesis testing; 7. Nonparametric methods; 8. Resampling methods; 9. Linear regression; 10. Multivariate statistics; 11. Compositional data; Appendix: MATLAB functions to produce ternary diagrams; References; Index.
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