TY - BOOK AU - Wilks Daniel S. TI - Statistical methods in the atmospheric sciences T2 - International Geophysics Series SN - 9780123850225 AV - QC874.5 WIL PY - 2011/// CY - Cambridge PB - Elsevier KW - Atmospheric physics KW - statistical methods KW - Physics N1 - Includes bibliographical references and index; Pt. 1. Preliminaries -- pt. 2. Univariate statistics -- pt. 3. Multivariate statistics. I Preliminaries -- Ch. 1 Introduction -- Ch. 2 Review of Probability -- II Univariate Statistics -- Ch. 3 Empirical Distributions and Exploratory Data Analysis -- Ch. 4 Parametric Probability Distributions -- Ch. 5 Frequentist Statistical Inference -- Ch. 6 Bayesian Inference -- Ch. 7 Statistical Forecasting -- Ch. 8 Forecast Verification -- Ch. 9 Time Series -- III Multivariate Statistics -- Ch. 10 Matrix Algebra and Random Matrices -- Ch. 11 The Multivariate Normal (MVN) Distribution -- Ch. 12 Principal Component (EOF) Analysis -- Ch. 13 Canonical Correlation Analysis (CCA) -- Ch. 14 Discrimination and Classification -- Ch. 15 Cluster Analysis -- Appendix A Example Data Sets -- Appendix B Probability Tables -- Appendix C Answers to Exercises -- References -- Index N2 - "Statistical Methods in the Atmospheric Sciences, Fourth Edition has always strived, and succeeded, to meet the needs of students and instructors, in addition to supporting researchers and operational practitioners as a comprehensive, but still usable, reference. This newly revised fourth edition continues in that tradition. Updates, new topics and expanded sections build upon the strengths of the prior edition, while providing new content where there have been advances in the field, including Bayesian analysis, forecast verification and a new chapter dedicated to ensemble forecasting"-- ER -