bnlearn - Examples

Creating Bayesian network structures
1. Creating an empty network
2. Creating a network structure
  1. with a specific arc set
  2. with a specific adjacency matrix
  3. with a specific model formula
3. Creating one or more random network structures
Comparing Bayesian networks according to their respective scores
1. Computing a network score
2. Testing score equivalence
Conditional independence tests
1. Parametric tests
2. Monte Carlo permutation tests
Fitting Bayesian network's parameters
1. Learning the network structure
2. Setting the direction of undirected arcs
3. Fitting the parameters
  1. Discrete data
  2. Continuous data