Weighting for Covariate Balance in Observational Studies


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Documentation for package ‘WeightIt’ version 1.0.0

Help Pages

as.weightit Create a 'weightit' object manually
as.weightit.default Create a 'weightit' object manually
as.weightit.weightit.fit Create a 'weightit' object manually
as.weightitMSM Create a 'weightit' object manually
as.weightitMSM.default Create a 'weightit' object manually
calibrate Calibrate Propensity Score Weights
calibrate.default Calibrate Propensity Score Weights
calibrate.weightit Calibrate Propensity Score Weights
ESS Compute effective sample size of weighted sample
get_w_from_ps Compute weights from propensity scores
glm_weightit Fitting Weighted Generalized Linear Models
lm_weightit Fitting Weighted Generalized Linear Models
make_full_rank Make a design matrix full rank
method_bart Propensity Score Weighting Using BART
method_cbps Covariate Balancing Propensity Score Weighting
method_ebal Entropy Balancing
method_energy Energy Balancing
method_gbm Propensity Score Weighting Using Generalized Boosted Models
method_glm Propensity Score Weighting Using Generalized Linear Models
method_ipt Inverse Probability Tilting
method_npcbps Nonparametric Covariate Balancing Propensity Score Weighting
method_optweight Optimization-Based Weighting
method_sbw Optimization-Based Weighting
method_super Propensity Score Weighting Using SuperLearner
method_user User-Defined Functions for Estimating Weights
msmdata Simulated data for a 3 time point sequential study
plot.summary.weightit Print and Summarize Output
plot.summary.weightitMSM Print and Summarize Output
sbps Subgroup Balancing Propensity Score
summary.glm_weightit Fitting Weighted Generalized Linear Models
summary.weightit Print and Summarize Output
summary.weightitMSM Print and Summarize Output
trim Trim (Winsorize) Large Weights
trim.default Trim (Winsorize) Large Weights
trim.weightit Trim (Winsorize) Large Weights
weightit Estimate Balancing Weights
weightit.fit Generate Balancing Weights with Minimal Input Processing
weightitMSM Generate Balancing Weights for Longitudinal Treatments