policy_tree()

Fit a policy with exact tree search

hybrid_policy_tree()

Hybrid tree search

predict(<policy_tree>)

Predict method for policy_tree

print(<policy_tree>)

Print a policy_tree object.

plot(<policy_tree>)

Plot a policy_tree tree object.

Doubly robust reward estimates

double_robust_scores()

Matrix \(\Gamma\) of scores for each treatment \(a\)

conditional_means()

Estimate mean rewards \(\mu\) for each treatment \(a\)

Simulate data

gen_data_epl()

Example data generating process from Policy Learning With Observational Data

gen_data_mapl()

Example data generating process from Offline Multi-Action Policy Learning: Generalization and Optimization