Code for Multiple Discrete Variables
Python notebooks for all the computational examples about Multiple Discrete Variables from Chapter 4 of the book. See here for the full code repository.
- Movie ratings. Joint probability mass function, marginal distribution, conditional distribution
- Precipitation in Oregon (and Hawaii and Rhode Island). Joint probability mass function, marginal distribution, conditional distribution, independence, conditional independence
- Curse of dimensionality.
- Precipitation time series. Markov chains, stationarity
- Car rental. Time-homogeneous Markov chains, stationary distribution
- Political affiliation. Naive Bayes, classification