Generate a Space-Filling Sobol Sequence Design
Source:R/generate_design_sobol.R
generate_design_sobol.Rd
Generate a space-filling design using a Sobol sequence. Dependent
parameters whose constraints are unsatisfied generate NA
entries in
their respective columns.
Uses spacefillr::generate_sobol_set.
Note that non determinism is achieved by sampling the seed argument via
sample(.Machine$integer.max, size = 1L)
.
Arguments
- param_set
(ParamSet).
- n
(
integer(1)
)
Number of points to sample.
See also
Other generate_design:
generate_design_grid()
,
generate_design_lhs()
,
generate_design_random()
Examples
ps = ParamSet$new(list(
ParamDbl$new("ratio", lower = 0, upper = 1),
ParamFct$new("letters", levels = letters[1:3])
))
if (requireNamespace("spacefillr", quietly = TRUE)) {
generate_design_sobol(ps, 10)
}
#> <Design> with 10 rows:
#> ratio letters
#> 1: 0.65375727 c
#> 2: 0.15375724 b
#> 3: 0.90375727 a
#> 4: 0.40375724 c
#> 5: 0.77875727 b
#> 6: 0.27875724 a
#> 7: 0.02875725 c
#> 8: 0.52875727 b
#> 9: 0.09125725 a
#> 10: 0.59125727 c