Function reference • GPCERF

Estimate CERF with Gaussain Process

GPCERF-package GPCERF: The 'GPCERF' package.

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

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

Utilities

generate_synthetic_data(): Generate synthetic data for the GPCERF package

estimate_gps(): Estimate a model for generalized propensity score

compute_w_corr(): Compute weighted covariate balance

set_logger(): Set logger settings

get_logger(): Get logger settings

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

summary(<cerf_gp>): print summary of cerf_gp object

summary(<cerf_nngp>): print summary of cerf_nngp object