expand_design {DeclareDesign} | R Documentation |
expand_design
easily generates a set of design from a designer function.
expand_design(designer, ..., expand = TRUE, prefix = "design")
designer |
a function which yields a design |
... |
Options sent to the designer |
expand |
boolean - if true, form the crossproduct of the ..., otherwise recycle them |
prefix |
prefix for the names of the designs, i.e. if you create two designs they would be named prefix_1, prefix_2 |
if set of designs is size one, the design, otherwise a 'by'-list of designs. Designs are given a parameters attribute with the values of parameters assigned by expand_design.
## Not run:
# in conjunction with DesignLibrary
library(DesignLibrary)
designs <- expand_design(multi_arm_designer, outcome_means = list(c(3,2,4), c(1,4,1)))
# with a custom designer function
designer <- function(N) {
pop <-
declare_model(
N = N,
U = rnorm(N),
potential_outcomes(Y ~ 0.20 * Z + U)
)
assgn <- declare_assignment(Z = complete_ra(N, m = N/2))
inquiry <- declare_inquiry(ATE = mean(Y_Z_1 - Y_Z_0))
estimator <- declare_estimator(Y ~ Z, inquiry = inquiry)
pop + pos + assgn + inquiry + estimator
}
# returns list of eight designs
designs <- expand_design(designer, N = seq(30, 100, 10))
# diagnose a list of designs created by expand_design or redesign
diagnosis <- diagnose_design(designs, sims = 50)
# returns a single design
large_design <- expand_design(designer, N = 200)
diagnose_large_design <- diagnose_design(large_design, sims = 50)
## End(Not run)