get_policy: Get Policy

In polle: Policy Learning

Get Policy

Description

get_policy extracts the policy from a policy object or a policy evaluation object The policy is a function which take a policy data object as input and returns the policy actions.

Usage

get_policy(object)

Arguments

object

Object of class policy_object or policy_eval.

Value

function of class policy.

Examples

library("polle")
### Two stages:
d <- sim_two_stage(5e2, seed=1)
pd <- policy_data(d,
                  action = c("A_1", "A_2"),
                  baseline = c("BB"),
                  covariates = list(L = c("L_1", "L_2"),
                                    C = c("C_1", "C_2")),
                  utility = c("U_1", "U_2", "U_3"))
pd

### V-restricted (Doubly Robust) Q-learning

# specifying the learner:
pl <- policy_learn(type = "drql",
                   control = control_drql(qv_models = q_glm(formula = ~ C)))

# fitting the policy (object):
po <- pl(policy_data = pd,
         q_models = q_glm(),
         g_models = g_glm())

# getting and applying the policy:
head(get_policy(po)(pd))

# the policy learner can also be evaluated directly:
pe <- policy_eval(policy_data = pd,
                  policy_learn = pl,
                  q_models = q_glm(),
                  g_models = g_glm())

# getting and applying the policy again:
head(get_policy(pe)(pd))

polle documentation built on May 29, 2024, 1:15 a.m.