Gaussian Processes for Estimating Causal Exposure Response Curves


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Documentation for package ‘GPCERF’ version 0.2.4

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GPCERF-package The 'GPCERF' package.
compute_rl_deriv_gp Detect change-point in standard GP
compute_rl_deriv_nn Calculate right minus left derivatives for change-point detection in nnGP
compute_w_corr Compute weighted covariate balance
estimate_cerf_gp Estimate the conditional exposure response function using Gaussian process
estimate_cerf_nngp Estimate the conditional exposure response function using nearest neighbor Gaussian process
estimate_gps Estimate a model for generalized propensity score
generate_synthetic_data Generate synthetic data for the GPCERF package
get_logger Get logger settings
GPCERF The 'GPCERF' package.
plot.cerf_gp Extend generic plot functions for cerf_gp class
plot.cerf_nngp Extend generic plot functions for cerf_nngp class
print.cerf_gp Extend print function for cerf_gp object
print.cerf_nngp Extend print function for cerf_nngp object
set_logger Set logger settings
summary.cerf_gp print summary of cerf_gp object
summary.cerf_nngp print summary of cerf_nngp object