Description Usage Arguments Value Author(s)
Given model parameters, generate the desired number of impossible households required to observe a given number of possible households. Also generate synthetic (and valid) data of the same size as the observed data when required.
1 2 | GetImpossibleHouseholds(d, n_star_h, lambda, omega, phi, pi, blocksize, n, synindex,
HHhead_at_group_level,Parallel)
|
d |
Vector containing the number of levels for each individual-level variable. |
n_star_h |
Vector containing the number of observed households for the different household sizes in the original data. |
lambda |
Multinomial probabilities for each group-level variable. |
omega |
Latent class probabilities for the group-level and individual-level latent class pairs. |
phi |
Multinomial probabilities for each individual-level variable by each pair of group-level and individual-level latent classes. |
pi |
Latent class probabilities for the group-level latent classes. |
blocksize |
Number of households to be generated at a time; batch sampling is used to improve computing speed. |
n |
Number of households in the original input data and the sum of |
synindex |
Logical indicator for sampling synthetic data. Set to TRUE when synthetic data is needed. |
HHhead_at_group_level |
Logical indicator for data structure with respect to the household head. Set to TRUE if the household head has been moved to the household level and FALSE otherwise. |
Parallel |
Logical indicator for running the function in parallel mode. |
G_Individuals_and_M_extra |
A data matrix containing both the group-level (in long format) and individual-level latent classes for the impossible households. |
G_extra |
A vector containing the group-level latent classes for the impossible households. |
IndividualData_extra |
A data matrix containing the individual-level data for the impossible households. |
HHdata_extra |
A data matrix containing the group-level data for the impossible households. |
hh_size_new |
A vector for the number of impossible households for the different household sizes. |
synIndividuals_all |
Synthetic data when synindex is TRUE. NULL otherwise. |
Quanli Wang
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