Hierarchical Bayesian Area-Level Small Area Estimation Models
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Documentation for package ‘hbsaems’ version 1.0.0
Help Pages
| adjacency_matrix_car | Province-level Adjacency Matrix |
| adjacency_matrix_car_regency | Regency-level Adjacency Matrix (Coarse Spatial Cluster) |
| brms_custom_loglogistic | Loglogistic as a Custom Distribution Family for brms |
| brms_custom_shifted_loglogistic | Shifted Loglogistic as a Custom Distribution Family for brms |
| build_brms_custom_family | Build a brms Custom Family + Stanvars Pair from a Single Spec |
| build_spatial_weight | build_spatial_weight: Construct M for CAR / SAR models |
| check_data | Inspect Data Before Fitting an HBSAE Model |
| check_shiny_deps | Check Shiny App Dependencies |
| check_spatial_weight | Validate a Spatial Weight Matrix Against CAR/SAR Theory |
| convergence_check | MCMC Convergence Diagnostics for Fitted HBMs |
| data_betalogitnorm | Simulated Beta Logit-Normal Data |
| data_binlogitnorm | Simulated Binomial Logit-Normal Data |
| data_fhnorm | Simulated Fay-Herriot Normal Data |
| data_lnln | Simulated Lognormal-Lognormal Data |
| deprecated | Deprecated Functions |
| diagnostic_summary | Extract a Diagnostic Summary |
| dloglogistic | Loglogistic Distribution Functions |
| dshifted_loglogistic | Shifted (3-Parameter) Loglogistic Distribution |
| get_hbsae_model | Inspect a Registered HBSAE Model Specification |
| hbcc | Deprecated Functions |
| hbm | hbm: Hierarchical Bayesian Small Area Models |
| hbm-info | Model Inspection Helpers |
| hbmc | Deprecated Functions |
| hbmfit | User-Facing Helper to Build an hbmfit Object |
| hbmfit-class | The hbmfit S3 Class |
| hbmfit-methods | Standard S3 Methods for hbmfit |
| hbm_betalogitnorm | Small Area Estimation Under a Beta Likelihood (Logit-Normal Link) |
| hbm_binlogitnorm | Small Area Estimation under a Binomial Logit-Normal Model |
| hbm_control | Sampler Configuration for HBSAE Models |
| hbm_data | Return the Data Used to Fit an hbmfit |
| hbm_flex | Fit a Flexible HBSAE Model with Any Registered Family |
| hbm_info | Get Comprehensive Model Information |
| hbm_lnln | Small Area Estimation under a Lognormal-Lognormal Model |
| hbm_nonlinear | Nonlinear-Term Configuration for HBSAE Models |
| hbm_priors | Prior Configuration for HBSAE Models |
| hbm_warnings | Get Model Warnings |
| hbpc | Deprecated Functions |
| hbsae | Deprecated Functions |
| is-hbsaems | Test Whether an Object Belongs to an hbsaems Result Class |
| is.hbcc_results | Test Whether an Object Belongs to an hbsaems Result Class |
| is.hbmc_results | Test Whether an Object Belongs to an hbsaems Result Class |
| is.hbmfit | Test Whether an Object Belongs to an hbsaems Result Class |
| is.hbpc_results | Test Whether an Object Belongs to an hbsaems Result Class |
| is.hbsaems_check | Test Whether an Object Is an hbsaems Check Result |
| is.hbsae_results | Test Whether an Object Belongs to an hbsaems Result Class |
| is_converged | Test Whether a Fitted HBM Has Converged |
| list_hbsae_models | List Registered HBSAE Models |
| loglogistic | Loglogistic Distribution Functions |
| model-compare | Compare Fitted HBMs |
| model_average | Bayesian Model Averaging on Small-Area Estimates |
| model_compare | Compare One or Two Fitted HBMs |
| model_compare_all | Compare Multiple Fitted HBMs |
| ploglogistic | Loglogistic Distribution Functions |
| plot.hbmfit | Plot a Fitted hbmfit Object |
| posterior-methods | Posterior and Prior Extraction Methods for hbmfit |
| posterior_draws | Extract Posterior Draws as a Matrix |
| posterior_interval | Compute Credible Intervals for an hbmfit Object |
| posterior_interval.hbmfit | Compute Credible Intervals for an hbmfit Object |
| posterior_summary_hbm | Comprehensive Posterior Summary |
| prior_check | Prior Predictive Check for Fitted HBMs |
| prior_draws | Extract Prior Draws |
| prior_draws.hbmfit | Extract Prior Draws |
| prior_sensitivity | Power-Scale Prior Sensitivity Diagnostics for Fitted HBMs |
| pshifted_loglogistic | Shifted (3-Parameter) Loglogistic Distribution |
| qloglogistic | Loglogistic Distribution Functions |
| qshifted_loglogistic | Shifted (3-Parameter) Loglogistic Distribution |
| read_stan_function | Read the Stan Function Code for a Custom Distribution |
| register_hbsae_brms_custom | Register a brms Custom Family with the hbsaems Model Registry |
| register_hbsae_model | Register a Custom HBSAE Model |
| rloglogistic | Loglogistic Distribution Functions |
| rshifted_loglogistic | Shifted (3-Parameter) Loglogistic Distribution |
| run_sae_app | run_sae_app: Interactive Small Area Estimation Application |
| sae_aggregate | Aggregate Predictions from Multiple hbsae_results |
| sae_benchmark | Benchmark Small-Area Estimates to Known Totals |
| sae_filter | Filter SAE Predictions by a Logical Condition |
| sae_predict | Generate Small Area Estimates |
| sae_scale | Standardise SAE Predictions |
| sae_transform | Apply a Transformation to SAE Predictions |
| shifted_loglogistic | Shifted (3-Parameter) Loglogistic Distribution |
| spatial_weight_sar | Spatial Weight Matrix for Simultaneous Autoregressive Models |
| summary.hbsaems_check | Generic Summary Method for hbsaems Check Results |
| tr | Translate a UI String for the Shiny SAE App |
| tr_keys | List All Translation Keys (for a Reference Language) |
| tr_langs | List Available Languages |
| update_hbm | Update a Fitted HBM |
| validate_hbmfit | Validate an hbmfit Object |