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Run one SDR simulation replication

Usage

run_one_simulation(
  n = 200,
  p = 50,
  d = 2,
  rho = 0.6,
  sigma = 1,
  model = "linear_quadratic",
  beta_type = "coordinate",
  sdr_method = "dr",
  cov_method = "oas",
  nslices = 6,
  selector = "cicomp",
  d_max = 10,
  seed = NULL
)

Arguments

n

Sample size.

p

Number of predictors.

d

Structural dimension.

rho

Correlation parameter.

sigma

Error standard deviation.

model

Data-generating model.

beta_type

Type of true central subspace basis.

sdr_method

SDR method.

cov_method

Covariance method.

nslices

Number of slices.

selector

Dimension selection criterion.

d_max

Maximum candidate dimension.

seed

Optional random seed. The test sample uses seed + 1.

Value

A data frame with simulation results.