Estimating Causal Dose Response Functions
The additive spline estimator
Prediction with a residual bias correction estimator
The BART estimator
The GAM estimator
This calculates an upper and lower bound from bootstrap matrix
The Hirano and Imbens estimator
The inverse probability of treatment weighting (iptw) estimator
The inverse second moment weighting (ismw) estimator
The inverse weighting estimator (nonparametric method)
The Nadaraya-Watson modified estimator
This function creates an overlapping dataset
The propensity-spline prediction estimator
The regression prediction estimator
This function calculates scalar weights for use in other models
A function to estimate conditional expected values and higher order mo...
The weighted regression estimator
Functions and data to estimate causal dose response functions given continuous, ordinal, or binary treatments. A description of the methods is given in Galagate (2016) <https://drum.lib.umd.edu/handle/1903/18170>.