Covariate Balancing Propensity Score


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Documentation for package ‘CBPS’ version 0.23

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AsyVar Asymptotic Variance and Confidence Interval Estimation of the ATE
balance Optimal Covariate Balance
balance.CBPS Calculates the pre- and post-weighting difference in standardized means for covariate within each contrast
balance.CBPSContinuous Calculates the pre- and post-weighting correlations between each covariate and the T
balance.npCBPS Calls the appropriate balance function based on the number of treatments
Blackwell Blackwell Data for Covariate Balancing Propensity Score
CBIV Covariate Balancing Propensity Score for Instrumental Variable Estimates (CBIV)
CBMSM Covariate Balancing Propensity Score (CBPS) for Marginal Structural Models
CBMSM.fit CBMSM.fit
CBPS Covariate Balancing Propensity Score (CBPS) Estimation
CBPS.fit CBPS.fit determines the proper routine (what kind of treatment) and calls the approporiate function. It also pre- and post-processes the data
hdCBPS hdCBPS high dimensional CBPS method to parses the formula object and passes the result to hdCBPS.fit, which calculates ATE using CBPS method in a high dimensional setting.
hdCBPS.fit hdCBPS high dimensional CBPS method to parses the formula object and passes the result to hdCBPS.fit, which calculates ATE using CBPS method in a high dimensional setting.
LaLonde LaLonde Data for Covariate Balancing Propensity Score
npCBPS Non-Parametric Covariate Balancing Propensity Score (npCBPS) Estimation
npCBPS.fit npCBPS.fit
plot.CBMSM Plotting CBPS Estimation for Marginal Structural Models
plot.CBPS Plotting Covariate Balancing Propensity Score Estimation
plot.CBPSContinuous Plot the pre-and-post weighting correlations between X and T
plot.npCBPS Calls the appropriate plot function, based on the number of treatments
print.CBPS Print coefficients and model fit statistics
summary.CBPS Summarizing Covariate Balancing Propensity Score Estimation
vcov.CBPS Calculate Variance-Covariance Matrix for a Fitted CBPS Object
vcov_outcome Calculate Variance-Covariance Matrix for Outcome Model
vcov_outcome.CBPSContinuous vcov_outcome