A Guide to Empirical Orthogonal Functions for Climate Data Analysis

1. Introduction
Antonio Navarra, Valeria Simoncini

2. Elements of Linear Algebra
Antonio Navarra, Valeria Simoncini

3. Basic Statistical Concepts
Antonio Navarra, Valeria Simoncini

4. Empirical Orthogonal Functions
Antonio Navarra, Valeria Simoncini

5. Generalizations: Rotated, Complex, Extended and Combined EOF
Antonio Navarra, Valeria Simoncini

6. Cross-Covariance and the Singular Value Decomposition
Antonio Navarra, Valeria Simoncini

7. The Canonical Correlation Analysis
Antonio Navarra, Valeria Simoncini

8. Multiple Linear Regression Methods
Antonio Navarra, Valeria Simoncini

Keywords: Earth Sciences, Meteorology/Climatology, Mathematical Applications in Earth Sciences, Computational Science and Engineering, Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences, Climate Change