sim_single_stage_multi_actions: Simulate Single-Stage Multi-Action Data

In polle: Policy Learning

Simulate Single-Stage Multi-Action Data

Description

Simulate Single-Stage Multi-Action Data

Usage

sim_single_stage_multi_actions(n = 1000, seed = NULL)

Arguments

n	Number of observations.
seed	Integer.

Details

sim_single_stage_multi_actions samples n iid observation O = (z, x, a, u) with the following distribution:

z, x \sim Uniform([0,1])\\ \tilde a \sim \mathcal{N}(0,1)\\ a \mid \tilde a \sim \begin{cases} 0 \quad if \quad \tilde a < -1\\ 1 \quad if \quad \tilde a -1 \leq a < 0.5\\ 2 \quad otherwise \end{cases}\\ u \mid z, x \sim \mathcal{N}(x + z + I\{a=2\}(x-0.5) + I\{a=1\}(x^2 + z -0.5), 1)

Value

data.frame with n rows and columns z, x, a, and u.

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