synthpop-package |
Generating synthetic versions of sensitive microdata for statistical disclosure control |
codebook.syn |
Makes a codebook from a data frame |
compare |
Comparison of synthesised and observed data |
compare.data.frame |
Compare univariate distributions of synthesised and observed data |
compare.fit.synds |
Compare model estimates based on synthesised and observed data |
compare.list |
Compare univariate distributions of synthesised and observed data |
compare.synds |
Compare univariate distributions of synthesised and observed data |
glm.synds |
Fitting (generalized) linear models to synthetic data |
lm.synds |
Fitting (generalized) linear models to synthetic data |
multi.compare |
Multivariate comparison of synthesised and observed data |
multinom.synds |
Fitting multinomial models to synthetic data |
numtocat.syn |
Group numeric variables before synthesis |
polr.synds |
Fitting ordered logistic models to synthetic data |
print.compare.fit.synds |
Compare model estimates based on synthesised and observed data |
print.compare.synds |
Compare univariate distributions of synthesised and observed data |
print.fit.synds |
Fitting (generalized) linear models to synthetic data |
print.summary.fit.synds |
Inference from synthetic data |
print.summary.synds |
Synthetic data object summaries |
print.synds |
Generating synthetic data sets |
print.utility.gen |
Distributional comparison of synthesised and observed data |
print.utility.tab |
Tabular utility |
print.utility.tables |
Tables and plots of utility measures |
read.obs |
Importing original data sets form external files |
replicated.uniques |
Replications in synthetic data |
SD2011 |
Social Diagnosis 2011 - Objective and Subjective Quality of Life in Poland |
sdc |
Tools for statistical disclosure control (sdc) |
summary.fit.synds |
Inference from synthetic data |
summary.synds |
Synthetic data object summaries |
syn |
Generating synthetic data sets |
syn.bag |
Synthesis with bagging |
syn.cart |
Synthesis with classification and regression trees (CART) |
syn.catall |
Synthesis of a group of categorical variables from a saturated model |
syn.ctree |
Synthesis with classification and regression trees (CART) |
syn.cubertnorm |
Synthesis by linear regression after transformation of a dependent variable |
syn.ipf |
Synthesis of a group of categorical variables by iterative proportional fitting |
syn.lognorm |
Synthesis by linear regression after transformation of a dependent variable |
syn.logreg |
Synthesis by logistic regression |
syn.nested |
Synthesis for a variable nested within another variable. |
syn.norm |
Synthesis by linear regression |
syn.normrank |
Synthesis by normal linear regression preserving the marginal distribution |
syn.passive |
Passive synthesis |
syn.pmm |
Synthesis by predictive mean matching |
syn.polr |
Synthesis by ordered polytomous regression |
syn.polyreg |
Synthesis by unordered polytomous regression |
syn.ranger |
Synthesis with a fast implementation of random forests |
syn.rf |
Synthesis with random forest |
syn.sample |
Synthesis by simple random sampling |
syn.satcat |
Synthesis from a saturated model based on all combinations of the predictor variables. |
syn.smooth |
syn.smooth |
syn.sqrtnorm |
Synthesis by linear regression after transformation of a dependent variable |
syn.strata |
Generating synthetic data sets |
syn.survctree |
Synthesis of survival time by classification and regression trees (CART) |
synthpop |
Generating synthetic versions of sensitive microdata for statistical disclosure control |
utility.gen |
Distributional comparison of synthesised and observed data |
utility.gen.data.frame |
Distributional comparison of synthesised and observed data |
utility.gen.list |
Distributional comparison of synthesised and observed data |
utility.gen.synds |
Distributional comparison of synthesised and observed data |
utility.tab |
Tabular utility |
utility.tab.data.frame |
Tabular utility |
utility.tab.list |
Tabular utility |
utility.tab.synds |
Tabular utility |
utility.tables |
Tables and plots of utility measures |
utility.tables.data.frame |
Tables and plots of utility measures |
utility.tables.list |
Tables and plots of utility measures |
utility.tables.synds |
Tables and plots of utility measures |
write.syn |
Exporting synthetic data sets to external files |