Week | Topic | Lab | Homework | Key |
---|---|---|---|---|
0 | Review of basic matrix math in R | Matrix Math in R | Questions are at the end of the lab | Key |
1 | Linear regression in matrix form | Lab 1 Linear regression | Questions are at the end of the lab | Key |
2 | Time series functions in R | Lab 2 ts functions CO2_data.csv |
Questions are at the end of the lab | Key |
3 | Fitting univariate state-space models | Lab 3 uni ss MARSS Quick Start Guide |
Questions are at the end of the lab | Key |
3 | Intro to JAGS | Lab 3 JAGS fitting w JAGs example code fitting w STAN example code |
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4 | Fitting multivariate state-space models | Lab 4 MARSS Lab 4 MARSS w covariates MARSS Quick Start Guide |
Homework 4 | Key |
5 | Fitting Dynamic Linear Models | Lab 5 DLM KvichakSockey.RData |
Questions at the end of the lab | Key |
6 | Dynamic Factor Analysis | Lab 6 DFA | Questions at the end of the lab | Key |
7 | Fitting models with STAN | Lab 7 STAN | No HW |