Weighting for Covariate Balance in Observational Studies


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Documentation for package ‘WeightIt’ version 0.14.2

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as.weightit Create a 'weightit' object manually
as.weightit.default Create a 'weightit' object manually
as.weightitMSM Create a 'weightit' object manually
as.weightitMSM.default Create a 'weightit' object manually
ESS Compute effective sample size of weighted sample
get_w_from_ps Compute weights from propensity scores
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_npcbps Nonparametric Covariate Balancing Propensity Score Weighting
method_optweight Optimization-Based Weighting
method_ps Propensity Score Weighting Using Generalized Linear Models
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
print.summary.weightit Print and Summarize Output
print.summary.weightit.sbps Subgroup Balancing Propensity Score
print.summary.weightitMSM Print and Summarize Output
print.weightit Generate Balancing Weights
print.weightit.sbps Subgroup Balancing Propensity Score
print.weightitMSM Generate Balancing Weights for Longitudinal Treatments
SBPS Subgroup Balancing Propensity Score
sbps Subgroup Balancing Propensity Score
summary.weightit Print and Summarize Output
summary.weightit.sbps Subgroup Balancing Propensity Score
summary.weightitMSM Print and Summarize Output
trim Trim (Winsorize) Large Weights
trim.numeric Trim (Winsorize) Large Weights
trim.weightit Trim (Winsorize) Large Weights
WeightIt Generate Balancing Weights
weightit Generate Balancing Weights
weightit.fit Generate Balancing Weights with Minimal Input Processing
weightitMSM Generate Balancing Weights for Longitudinal Treatments