Nonlinear Causal Dose-Response Estimation via Splines


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Documentation for package ‘CausalSpline’ version 0.1.0

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CausalSpline-package CausalSpline: Nonlinear Causal Dose-Response Estimation via Splines
CausalSpline CausalSpline: Nonlinear Causal Dose-Response Estimation via Splines
causal_spline Nonlinear causal dose-response estimation via splines
check_overlap Diagnose positivity / overlap for a continuous treatment
dose_response_curve Extract the dose-response curve data frame
fragility_curve Geometric fragility curve for a CausalSpline fit
gps_model Fit the Generalised Propensity Score model
gradient_curve Numerical derivatives of a CausalSpline dose-response curve
plot.causal_spline Plot the estimated dose-response curve
plot.fragility_curve Plot method for fragility_curve objects
predict.causal_spline Predict E[Y(t)] at new treatment values
print.causal_spline Print method for causal_spline objects
region_fragility Regional fragility summary for a CausalSpline fit
simulate_dose_response Simulate nonlinear dose-response data
summary.causal_spline Summary method for causal_spline objects
trim_weights Trim extreme IPW weights