Flexible Record Linkage and Linked Data Quality Assessment
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Documentation for package ‘FlexRL’ version 1.0.0
Help Pages
| FlexRL-package | FlexRL: A Flexible Model for Record Linkage |
| compute_augmRL_FDP_synth | Estimate the false discovery proportion of a record-linkage method via synthetic augmentation |
| compute_RL_FDP_score | Estimate the false discovery proportion of a record-linkage method via model specific linkage scores |
| create_data_alpha | Book-keeping data frame for parameters of PIVs dynamics |
| FDP_score | Model specific, linkage score based, false discovery proportion at a given threshold |
| FDP_synth | Model agnostic, based on synthetic data, false discovery proportion at a given threshold |
| FlexRL | FlexRL: A Flexible Model for Record Linkage |
| link_with_BRL | Run BRL through the uniform wrapper interface |
| link_with_diyar | Run diyar through the uniform wrapper interface |
| link_with_fastLink | Run fastLink through the uniform wrapper interface |
| link_with_fedmatch | Run fedmatch through the uniform wrapper interface |
| link_with_FlexRL | Run FlexRL through the uniform wrapper interface |
| link_with_multilink | Run multilink through the uniform wrapper interface |
| link_with_reclin2 | Run reclin2 through the uniform wrapper interface |
| log_lik | Log-likelihood of the linkage matrix |
| log_possible_config | Log number of possible linkage configurations |
| mmd | Maximum Mean Discrepancy between two sets of variables |
| naive_linkage | Naive (deterministic exact-match) record linkage |
| plot.discrepancy_curves | Plot post-linkage diagnostics over thresholds |
| plot.FDP_curves | Plot FDP estimates against the linkage decision threshold |
| plot.RL_diagnostics | Plot post-linkage diagnostics |
| plot_distributions | Compare distributions of shared variables across data sets (histograms/barplots) |
| plot_linkage_scores | Plot the distribution of linkage scores |
| plot_StEM_convergence | Monte Carlo convergence (trace) plots for a fitted StEM model |
| prepare_data | Prepare two data sources for 'StEM()' |
| print.RL_diagnostics | Print post-linkage diagnostics |
| prop_level | Proportion of a data set with a given variable at a given level |
| RL_agreement | Agreement rate of pairs on shared variables |
| RL_diagnostics | Post-linkage diagnostics |
| simulateD | Simulate the linkage matrix D |
| simulateH | Simulate the true PIV values underlying the registered records |
| simulate_data | Simulate two linked data sources for record linkage benchmarking |
| smd | Standardised mean difference between a selected set and a baseline |
| StEM | Stochastic Expectation-Maximisation for record linkage |
| support_iou | Intersection-over-union of two histogram supports |
| survival_model | Survival models for the dynamics of a PIV |
| synthesise | Augment file B with synthetic records |