ESS210B
Prof. Jin-Yi Yu
Syllabus
Week 1: Probability and Sampling
Review of Basic Statistics
Theoretical Probability
Distributions
Small Sampling Theory
Confidence Level
Hypothesis Testing
Week 2: Regression
Analysis
Linear Regression
Scattering
Theory of Correlation
Multiple Regression
Week 3: Time Series
Analysis I
Autocorrelation Functions
Harmonic Analysis
Power Spectrum Analysis
Week 4: Time Series Analysis II
Space-Time Spectral Analysis
Filtering of Time Series
Week 5
– Principal Component Analysis Empirical
Orthogonal Function (EOF)
Rotate EOF
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