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Statistical Methods in the Atmospheric Sciences

Wilks Daniel S.
Heftet / 2019 / Engelsk

Produktdetaljer

ISBN
9780128158234
Publisert
2019-06-11
Utgave
4. utgave
Utgiver
Elsevier Science Publishing Co Inc
Vekt
1720 gr
Høyde
235 mm
Bredde
191 mm
Aldersnivå
U, 05
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
840

Forfatter
Wilks Daniel S.

Biografisk notat

Daniel S. Wilks has been a member of the Atmospheric Sciences faculty at Cornell University since 1987. His research focuses on the application of statistical methods for quantification and analysis of uncertainty in meteorological and climatological data and forecasts. Dr. Wilks has taught courses on statistics in the atmospheric sciences and has been author or coauthor of more than 100 peer-reviewed research articles.

Statistical Methods in the Atmospheric Sciences

Wilks Daniel S.
Heftet / 2019 / Engelsk
Wilks Daniel S.
Heftet / 2019 / Engelsk
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Statistical Methods in the Atmospheric Sciences, Fourth Edition, continues the tradition of trying to meet the needs of students, researchers and operational practitioners. This updated edition not only includes expanded sections built upon the strengths of the prior edition, but also provides new content where there have been advances in the field, including Bayesian analysis, forecast verification and a new chapter dedicated to ensemble forecasting.
Les mer
1. Introduction2. Review of Probability3. Empirical Distributions and Exploratory Data Analysis4. Parametric Probability Distributions5. Frequentist Statistical Inference6. Bayesian Inference7. Statistical Forecasting8. Ensemble Forecasting9. Forecast Verification10. Time Series11. Matrix Algebra and Random Matrices12. Multivariate Normal Distribution13. Principal Component (EOF) Analysis14. Linear multivariate analysis of vector pairs: CCA, MCA, and RA15. Discrimination and Classification16. Cluster Analysis
Les mer
An essential resource for students and researchers new to working with atmospheric and climate data
Provides a strong, yet concise, introduction to applied statistics that is specific to atmospheric science Contains revised and expanded sections on nonparametric tests, test multiplicity and quality uncertainty descriptors Includes new sections on ANOVA, quantile regression, the lasso and other regularization methods, regression trees, changepoint detection, ensemble forecasting and exponential smoothing
Les mer

Relaterte produkter

Statistical Methods in the Atmospheric Sciences, Fourth Edition, continues the tradition of trying to meet the needs of students, researchers and operational practitioners. This updated edition not only includes expanded sections built upon the strengths of the prior edition, but also provides new content where there have been advances in the field, including Bayesian analysis, forecast verification and a new chapter dedicated to ensemble forecasting.
Les mer
1. Introduction2. Review of Probability3. Empirical Distributions and Exploratory Data Analysis4. Parametric Probability Distributions5. Frequentist Statistical Inference6. Bayesian Inference7. Statistical Forecasting8. Ensemble Forecasting9. Forecast Verification10. Time Series11. Matrix Algebra and Random Matrices12. Multivariate Normal Distribution13. Principal Component (EOF) Analysis14. Linear multivariate analysis of vector pairs: CCA, MCA, and RA15. Discrimination and Classification16. Cluster Analysis
Les mer
An essential resource for students and researchers new to working with atmospheric and climate data
Provides a strong, yet concise, introduction to applied statistics that is specific to atmospheric science Contains revised and expanded sections on nonparametric tests, test multiplicity and quality uncertainty descriptors Includes new sections on ANOVA, quantile regression, the lasso and other regularization methods, regression trees, changepoint detection, ensemble forecasting and exponential smoothing
Les mer

Produktdetaljer

ISBN
9780128158234
Publisert
2019-06-11
Utgave
4. utgave
Utgiver
Elsevier Science Publishing Co Inc
Vekt
1720 gr
Høyde
235 mm
Bredde
191 mm
Aldersnivå
U, 05
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
840

Forfatter
Wilks Daniel S.

Biografisk notat

Daniel S. Wilks has been a member of the Atmospheric Sciences faculty at Cornell University since 1987. His research focuses on the application of statistical methods for quantification and analysis of uncertainty in meteorological and climatological data and forecasts. Dr. Wilks has taught courses on statistics in the atmospheric sciences and has been author or coauthor of more than 100 peer-reviewed research articles.

Relaterte produkter