Bültmann & Gerriets
Patterns Identification and Data Mining in Weather and Climate
von Abdelwaheb Hannachi
Verlag: Springer International Publishing
Reihe: Springer Atmospheric Sciences
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ISBN: 978-3-030-67073-3
Auflage: 1st ed. 2021
Erschienen am 06.05.2021
Sprache: Englisch
Umfang: 600 Seiten

Preis: 149,79 €

Biografische Anmerkung
Inhaltsverzeichnis

Abdelwaheb Hannachi is an Associate Professor in the Department of Meteorology of Stockholm University, MISU. He currently serves as editor in chief of Tellus A: Dynamic Meteorology and Oceanography. Abdel. teaches a number of undergraduate and postgraduate courses, including dynamic meteorology, statistical climatology, and numerical weather prediction and data assimilation, and boundary layer turbulence. His main research interests are large-scale dynamics, teleconnections, nonlinearity in weather and climate in addition to extremes and forecasting.



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Chapter 1 Introduction

Chapter 2 General Setting and Basic Terminology

Chapter 3 Empirical Orthogonal Functions

Chapter 4 Rotated and Simplified EOFs

Chapter 5 Complex/Hilbert EOFs

Chapter 6 Principal Oscillation Patterns and their extension

Chapter 7 Extended EOFs and SSA

Chapter 8 Persistent, Predictive, and Interpolated Patterns

Chapter 9 Principal Coordinates or Multidimensional Scaling

Chapter 10 Factor Analysis

Chapter 11 Projection Pursuit

Chapter 12 Independent Component Analysis

Chapter 13 Kernel EOFs

Chapter 14 Functional and Regularised EOFs

Chapter 15 Methods for Coupled Patterns

Chapter 16 Further topics

Chapter 17 Machine Learning

Appendix A Smoothing Techniques

Appendix B Introduction to Probability and Random Variables

Appendix C Stationary Time Series Analysis

Appendix D Matrix Algebra and Matrix Function

Appendix E Optimisation Algorithms

Appendix F Hilbert Space

Appendix G Systems of Linear Ordinary Differential Equations

Appendix H Links for Software Resource Material

Index


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