Package index

Package Overview

rdborrow-package rdborrow

The rdborrow package

Analysis

Set up and run analyses

setup_analysis_primary()

Construct an analysis_primary object

setup_analysis_OLE()

Construct an analysis_OLE object

run_analysis()

run analysis

Simulation

Set up and run simulations

setup_simulation_primary()

Construct a simulation object for primary analysis

setup_simulation_OLE()

Construct a simulation object for OLE analysis

run_simulation()

Run simulation from a simualtion_obj

setup_simulation_report()

setup_simulation_report

Method Configuration

Configure estimation methods

setup_method_weighting()

Construct a method_weighting object

setup_method_DID()

Construct a method_DID object

setup_method_SCM()

Construct a method_SCM object

setup_bootstrap()

Construct a bootstrap object

Weighting Estimators

IPW and AIPW methods for primary analysis

EC_IPW_OPT()

Using IPW with external borrowing

EC_IPW_OPT_bootstrap()

Using IPW with external borrowing

EC_AIPW_OPT()

Using AIPW with external borrowing

EC_AIPW_OPT_bootstrap()

Using AIPW with external borrowing

Difference-in-Differences Estimators

DID methods for OLE analysis

DID_EC_IPW()

Difference in difference + IPW + external control borrowing

DID_EC_IPW_bootstrap()

Bootstrap statistic for DID + IPW

DID_EC_AIPW()

Difference in difference + AIPW + external control borrowing

DID_EC_AIPW_bootstrap()

Difference in difference + AIPW + external control borrowing

DID_EC_OR()

Difference in difference + outcome regression + external control borrowing

DID_EC_OR_bootstrap()

Difference in difference + outcome regression + external control borrowing

Synthetic Control Method

SCM estimator and helpers

SCM()

Implement the Synthetic Control Method

subject_SC()

Find synthetic control for one specific subject

lambdacv()

Find the optimal lambda via LOOCV

Data Generation

Simulate trial data

simulate_trial()

Simulate trials

simulate_X_copula()

Simulate covariates using a copula

simulate_X_dct_mvnorm()

Simulate covariates by discretizing a multivariate normal

simulate_X_mixture()

Simulate covariates from a Gaussian mixture model

simulate_trt_assign()

Simulate treatment assignment

simulate_trial_status()

Simulate trial participation status

simulate_outcome_from_model()

Simulate outcomes from additive linear models

Classes

S4 class documentation

analysis_obj-class .analysis_obj

Analysis class

analysis_primary_obj-class .analysis_primary_obj

Analysis primary class

analysis_OLE_obj-class .analysis_OLE_obj

Analysis OLE class

bootstrap_obj-class .bootstrap_obj

Bootstrap class

method_obj-class .method_obj

method class

method_weighting_obj-class .method_weighting_obj

Method weighting class

method_DID_obj-class .method_DID_obj

Method DID class

method_SCM_obj-class .method_SCM_obj

Method SCM class

simulation_obj-class .simulation_obj

Simulation class

simulation_primary_obj-class .simulation_primary_obj

Simulation for primary analysis

simulation_OLE_obj-class .simulation_OLE_obj

Simulation for OLE study

simulation_report_obj-class .simulation_report_obj

Simulation class

Data

Example datasets

SyntheticData

Synthetic example dataset for rdborrow