Generating Synthetic Versions of Sensitive Microdata for
Statistical Disclosure Control
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Documentation for package ‘synthpop’ version 1.8-0
Help Pages
| 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 |