Nonparametric Bootstrapping

Nonparametric Bootstrapping

nb(
  data,
  std = FALSE,
  complete = TRUE,
  B = 5000,
  par = TRUE,
  ncores = NULL,
  blas_threads = TRUE,
  mc = TRUE,
  lb = FALSE
)

Arguments

data	n by 3 matrix or data frame. data[, 1] correspond to values for x. data[, 2] correspond to values for m. data[, 3] correspond to values for y.
std	Logical. Standardize the indirect effect \(\hat{\alpha} \hat{\beta} \frac{\sigma_x}{\sigma_y}\).
complete	Logical. If TRUE, create complete data set before bootstrapping. If 'FALSE`' bootstrap incomplete data set and fit the model with FIML.
B	Integer. Number of bootstrap samples.
par	Logical. If TRUE, use multiple cores. If FALSE, use lapply().
ncores	Integer. Number of cores to use if par = TRUE. If unspecified, defaults to detectCores() - 1.
blas_threads	Logical. If TRUE, set BLAS threads using blas_set_num_threads(threads = blas_get_num_procs()). If FALSE, set BLAS threads using blas_set_num_threads(threads = 1). If par = TRUE, blas_threads is automatically set to FALSE to prevent conflicts in parallel processing. This argument is useful when FUN can handle implicit parallelism when par = FALSE, for example linear algebra operations.
mc	Logical. If TRUE, use parallel::mclapply(). If FALSE, use parallel::parLapply() or parallel::parLapplyLB(). Ignored if par = FALSE.
lb	Logical. If TRUE use parallel::parLapplyLB(). If FALSE, use parallel::parLapply(). Ignored if par = FALSE and mc = TRUE.

See also

Other nonparametric functions: beta_nb_bcaci_simulation(), beta_nb_bcaci_task(), beta_nb_bcci_simulation(), beta_nb_bcci_task(), beta_nb_pcci_simulation(), beta_nb_pcci_task(), beta_nb_simulation(), beta_nb_task(), beta_nb(), exp_nb_bcaci_simulation(), exp_nb_bcaci_task(), exp_nb_bcci_simulation(), exp_nb_bcci_task(), exp_nb_pcci_simulation(), exp_nb_pcci_task(), exp_nb_simulation(), exp_nb_task(), exp_nb(), mvn_mar_10_nb.del_bcci_simulation(), mvn_mar_10_nb.del_bcci_task(), mvn_mar_10_nb.del_pcci_simulation(), mvn_mar_10_nb.del_pcci_task(), mvn_mar_10_nb.del_simulation(), mvn_mar_10_nb.del_task(), mvn_mar_10_nb.del(), mvn_mar_10_nb.fiml_bcci_simulation(), mvn_mar_10_nb.fiml_pcci_simulation(), mvn_mar_10_nb_bcci_simulation(), mvn_mar_10_nb_bcci_task(), mvn_mar_10_nb_pcci_simulation(), mvn_mar_10_nb_pcci_task(), mvn_mar_10_nb_simulation(), mvn_mar_10_nb_task(), mvn_mar_10_nbbc.fiml_simulation(), mvn_mar_10_nbbc.fiml_task(), mvn_mar_10_nbpc.fiml_simulation(), mvn_mar_10_nbpc.fiml_task(), mvn_mar_10_nb(), mvn_mar_20_nb.del_bcci_simulation(), mvn_mar_20_nb.del_bcci_task(), mvn_mar_20_nb.del_pcci_simulation(), mvn_mar_20_nb.del_pcci_task(), mvn_mar_20_nb.del_simulation(), mvn_mar_20_nb.del_task(), mvn_mar_20_nb.del(), mvn_mar_20_nb.fiml_bcci_simulation(), mvn_mar_20_nb.fiml_pcci_simulation(), mvn_mar_20_nb_bcci_simulation(), mvn_mar_20_nb_bcci_task(), mvn_mar_20_nb_pcci_simulation(), mvn_mar_20_nb_pcci_task(), mvn_mar_20_nb_simulation(), mvn_mar_20_nb_task(), mvn_mar_20_nbbc.fiml_simulation(), mvn_mar_20_nbbc.fiml_task(), mvn_mar_20_nbpc.fiml_simulation(), mvn_mar_20_nbpc.fiml_task(), mvn_mar_20_nb(), mvn_mar_30_nb.del_bcci_simulation(), mvn_mar_30_nb.del_bcci_task(), mvn_mar_30_nb.del_pcci_simulation(), mvn_mar_30_nb.del_pcci_task(), mvn_mar_30_nb.del_simulation(), mvn_mar_30_nb.del_task(), mvn_mar_30_nb.del(), mvn_mar_30_nb.fiml_bcci_simulation(), mvn_mar_30_nb.fiml_pcci_simulation(), mvn_mar_30_nb_bcci_simulation(), mvn_mar_30_nb_bcci_task(), mvn_mar_30_nb_pcci_simulation(), mvn_mar_30_nb_pcci_task(), mvn_mar_30_nb_simulation(), mvn_mar_30_nb_task(), mvn_mar_30_nbbc.fiml_simulation(), mvn_mar_30_nbbc.fiml_task(), mvn_mar_30_nbpc.fiml_simulation(), mvn_mar_30_nbpc.fiml_task(), mvn_mar_30_nb(), mvn_mcar_10_nb.del_bcci_simulation(), mvn_mcar_10_nb.del_bcci_task(), mvn_mcar_10_nb.del_pcci_simulation(), mvn_mcar_10_nb.del_pcci_task(), mvn_mcar_10_nb.del_simulation(), mvn_mcar_10_nb.del_task(), mvn_mcar_10_nb.del(), mvn_mcar_10_nb.fiml_bcci_simulation(), mvn_mcar_10_nb.fiml_pcci_simulation(), mvn_mcar_10_nb_bcci_simulation(), mvn_mcar_10_nb_bcci_task(), mvn_mcar_10_nb_pcci_simulation(), mvn_mcar_10_nb_pcci_task(), mvn_mcar_10_nb_simulation(), mvn_mcar_10_nb_task(), mvn_mcar_10_nbbc.fiml_simulation(), mvn_mcar_10_nbbc.fiml_task(), mvn_mcar_10_nbpc.fiml_simulation(), mvn_mcar_10_nbpc.fiml_task(), mvn_mcar_10_nb(), mvn_mcar_20_nb.del_bcci_simulation(), mvn_mcar_20_nb.del_bcci_task(), mvn_mcar_20_nb.del_pcci_simulation(), mvn_mcar_20_nb.del_pcci_task(), mvn_mcar_20_nb.del_simulation(), mvn_mcar_20_nb.del_task(), mvn_mcar_20_nb.del(), mvn_mcar_20_nb.fiml_bcci_simulation(), mvn_mcar_20_nb.fiml_pcci_simulation(), mvn_mcar_20_nb_bcci_simulation(), mvn_mcar_20_nb_bcci_task(), mvn_mcar_20_nb_pcci_simulation(), mvn_mcar_20_nb_pcci_task(), mvn_mcar_20_nb_simulation(), mvn_mcar_20_nb_task(), mvn_mcar_20_nbbc.fiml_simulation(), mvn_mcar_20_nbbc.fiml_task(), mvn_mcar_20_nbpc.fiml_simulation(), mvn_mcar_20_nbpc.fiml_task(), mvn_mcar_20_nb(), mvn_mcar_30_nb.del_bcci_simulation(), mvn_mcar_30_nb.del_bcci_task(), mvn_mcar_30_nb.del_pcci_simulation(), mvn_mcar_30_nb.del_pcci_task(), mvn_mcar_30_nb.del_simulation(), mvn_mcar_30_nb.del_task(), mvn_mcar_30_nb.del(), mvn_mcar_30_nb.fiml_bcci_simulation(), mvn_mcar_30_nb.fiml_pcci_simulation(), mvn_mcar_30_nb_bcci_simulation(), mvn_mcar_30_nb_bcci_task(), mvn_mcar_30_nb_pcci_simulation(), mvn_mcar_30_nb_pcci_task(), mvn_mcar_30_nb_simulation(), mvn_mcar_30_nb_task(), mvn_mcar_30_nbbc.fiml_simulation(), mvn_mcar_30_nbbc.fiml_task(), mvn_mcar_30_nbpc.fiml_simulation(), mvn_mcar_30_nbpc.fiml_task(), mvn_mcar_30_nb(), mvn_mnar_10_nb.del_bcci_simulation(), mvn_mnar_10_nb.del_bcci_task(), mvn_mnar_10_nb.del_pcci_simulation(), mvn_mnar_10_nb.del_pcci_task(), mvn_mnar_10_nb.del_simulation(), mvn_mnar_10_nb.del_task(), mvn_mnar_10_nb.del(), mvn_mnar_10_nb.fiml_bcci_simulation(), mvn_mnar_10_nb.fiml_pcci_simulation(), mvn_mnar_10_nb_bcci_simulation(), mvn_mnar_10_nb_bcci_task(), mvn_mnar_10_nb_pcci_simulation(), mvn_mnar_10_nb_pcci_task(), mvn_mnar_10_nb_simulation(), mvn_mnar_10_nb_task(), mvn_mnar_10_nbbc.fiml_simulation(), mvn_mnar_10_nbbc.fiml_task(), mvn_mnar_10_nbpc.fiml_simulation(), mvn_mnar_10_nbpc.fiml_task(), mvn_mnar_10_nb(), mvn_mnar_20_nb.del_bcci_simulation(), mvn_mnar_20_nb.del_bcci_task(), mvn_mnar_20_nb.del_pcci_simulation(), mvn_mnar_20_nb.del_pcci_task(), mvn_mnar_20_nb.del_simulation(), mvn_mnar_20_nb.del_task(), mvn_mnar_20_nb.del(), mvn_mnar_20_nb.fiml_bcci_simulation(), mvn_mnar_20_nb.fiml_pcci_simulation(), mvn_mnar_20_nb_bcci_simulation(), mvn_mnar_20_nb_bcci_task(), mvn_mnar_20_nb_pcci_simulation(), mvn_mnar_20_nb_pcci_task(), mvn_mnar_20_nb_simulation(), mvn_mnar_20_nb_task(), mvn_mnar_20_nbbc.fiml_simulation(), mvn_mnar_20_nbbc.fiml_task(), mvn_mnar_20_nbpc.fiml_simulation(), mvn_mnar_20_nbpc.fiml_task(), mvn_mnar_20_nb(), mvn_mnar_30_nb.del_bcci_simulation(), mvn_mnar_30_nb.del_bcci_task(), mvn_mnar_30_nb.del_pcci_simulation(), mvn_mnar_30_nb.del_pcci_task(), mvn_mnar_30_nb.del_simulation(), mvn_mnar_30_nb.del_task(), mvn_mnar_30_nb.del(), mvn_mnar_30_nb.fiml_bcci_simulation(), mvn_mnar_30_nb.fiml_pcci_simulation(), mvn_mnar_30_nb_bcci_simulation(), mvn_mnar_30_nb_bcci_task(), mvn_mnar_30_nb_pcci_simulation(), mvn_mnar_30_nb_pcci_task(), mvn_mnar_30_nb_simulation(), mvn_mnar_30_nb_task(), mvn_mnar_30_nbbc.fiml_simulation(), mvn_mnar_30_nbbc.fiml_task(), mvn_mnar_30_nbpc.fiml_simulation(), mvn_mnar_30_nbpc.fiml_task(), mvn_mnar_30_nb(), mvn_nb_bcaci_simulation(), mvn_nb_bcaci_task(), mvn_nb_bcci_simulation(), mvn_nb_bcci_task(), mvn_nb_pcci_simulation(), mvn_nb_pcci_task(), mvn_nb_simulation(), mvn_nb_task(), mvn_nb(), mvn_std_nb_bcaci_simulation(), mvn_std_nb_bcaci_task(), mvn_std_nb_bcci_simulation(), mvn_std_nb_bcci_task(), mvn_std_nb_pcci_simulation(), mvn_std_nb_pcci_task(), mvn_std_nb_simulation(), mvn_std_nb_task(), mvn_std_nb(), nb.del(), nb.fiml(), nbbc.fiml(), nbpc.fiml(), vm_mod_nb_bcaci_simulation(), vm_mod_nb_bcaci_task(), vm_mod_nb_bcci_simulation(), vm_mod_nb_bcci_task(), vm_mod_nb_pcci_simulation(), vm_mod_nb_pcci_task(), vm_mod_nb_simulation(), vm_mod_nb_task(), vm_mod_nb(), vm_mod_std_nb_bcaci_simulation(), vm_mod_std_nb_bcaci_task(), vm_mod_std_nb_bcci_simulation(), vm_mod_std_nb_bcci_task(), vm_mod_std_nb_pcci_simulation(), vm_mod_std_nb_pcci_task(), vm_mod_std_nb_simulation(), vm_mod_std_nb_task(), vm_mod_std_nb(), vm_sev_nb_bcaci_simulation(), vm_sev_nb_bcaci_task(), vm_sev_nb_bcci_simulation(), vm_sev_nb_bcci_task(), vm_sev_nb_pcci_simulation(), vm_sev_nb_pcci_task(), vm_sev_nb_simulation(), vm_sev_nb_task(), vm_sev_nb(), vm_sev_std_nb_bcaci_simulation(), vm_sev_std_nb_bcaci_task(), vm_sev_std_nb_bcci_simulation(), vm_sev_std_nb_bcci_task(), vm_sev_std_nb_pcci_simulation(), vm_sev_std_nb_pcci_task(), vm_sev_std_nb_simulation(), vm_sev_std_nb_task(), vm_sev_std_nb()

Author

Ivan Jacob Agaloos Pesigan

Examples

data <- jeksterslabRdatarepo::thirst

# Unstandardized -------------------------------------------------------------
thetahatstar <- nb(data = data, B = 5000, par = FALSE)
hist(thetahatstar)

# Standardized ---------------------------------------------------------------
thetahatstar <- nb(data = data, std = TRUE, B = 5000, par = FALSE)
hist(thetahatstar)