simulated_data {fkbma} | R Documentation |
A synthetic dataset with continuous and binary covariates and a binary treatment variable (trt
).
Description
This dataset was generated using the formula:
Y = 2 * Z_1 + 2 * X_1 + 2 * Z_1 * trt + \cos(X_1 \cdot 2 \pi) * trt + \epsilon
,
where \epsilon \sim N(0, 0.5)
.
Usage
data(simulated_data)
Format
A data frame with 1000 rows and 8 variables:
- X_1
A continuous variable sampled from
U(0, 1)
.- Z_1
A binary variable sampled from
Bernoulli(0.35)
.- Z_2
A binary variable sampled from
Bernoulli(0.5)
.- Z_3
A binary variable sampled from
Bernoulli(0.65)
.- Z_4
A binary variable sampled from
Bernoulli(0.2)
.- Z_5
A binary variable sampled from
Bernoulli(0.35)
.- trt
A binary treatment variable sampled from
Bernoulli(0.5)
.- Y
The outcome variable calculated using the formula above.
Examples
data(simulated_data)
head(simulated_data)
[Package fkbma version 0.2.0 Index]