Autoregressive Categorical Time Series: Methods
Finite-Order Markov Chain Methods
- Kth-Order Markov Chain:
- Number of free parameters increases fast with order of chain K
- Exploratory data analysis, prediction, and signal detection
Log-linear Methods
- Number of free parameters constrained
- Confirmatory data analysis, hypothesis-testing
- Example: