causaldrf: Tools for Estimating Causal Dose Response Functions

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Functions and data to estimate causal dose response functions given continuous, ordinal, or binary treatments.

Author
Douglas Galagate [cre], Joseph Schafer [aut]
Date of publication
2015-11-30 17:18:48
Maintainer
Douglas Galagate <galagated@gmail.com>
License
MIT + file LICENSE
Version
0.3

View on CRAN

Man pages

add_spl_est
The additive spline estimator
aipwee_est
Prediction with a residual bias correction estimator
bart_est
The BART estimator
gam_est
The GAM estimator
get_ci
This calculates an upper and lower bound from bootstrap...
hi_est
The Hirano and Imbens estimator
hi_sim_data
Simulated data from Hirano and Imbens (2004)
iptw_est
The inverse probability of treatment weighting (iptw)...
ismw_est
The inverse second moment weighting (ismw) estimator
iw_est
The inverse weighting estimator (nonparametric method)
nmes_data
Data set containing data from the National Medical...
nw_est
The Nadaraya-Watson modified estimator
overlap_fun
This function creates an overlapping dataset
prop_spline_est
The propensity-spline prediction estimator
reg_est
The regression prediction estimator
scalar_wts
This function calculates scalar weights for use in other...
sim_data
Simulated data from Schafer and Galagate (2015)
t_mod
A function to estimate conditional expected values and higher...
wtrg_est
The weighted regression estimator

Files in this package

causaldrf
causaldrf/inst
causaldrf/inst/doc
causaldrf/inst/doc/Using_causaldrf.pdf
causaldrf/inst/doc/Using_causaldrf.R
causaldrf/inst/doc/Using_causaldrf.Rnw
causaldrf/tests
causaldrf/tests/testthat.R
causaldrf/NAMESPACE
causaldrf/data
causaldrf/data/hi_sim_data.RData
causaldrf/data/nmes_data.RData
causaldrf/data/sim_data.RData
causaldrf/R
causaldrf/R/nw_est.R
causaldrf/R/aipwee_est.R
causaldrf/R/gam_est.R
causaldrf/R/iptw_est.R
causaldrf/R/t_mod.R
causaldrf/R/hi_sim_data.R
causaldrf/R/hi_est.R
causaldrf/R/bart_est.R
causaldrf/R/wtrg_est.R
causaldrf/R/scalar_wts.R
causaldrf/R/sim_data.R
causaldrf/R/reg_est.R
causaldrf/R/prop_spline_est.R
causaldrf/R/add_spl_est.R
causaldrf/R/overlap_fun.R
causaldrf/R/get_ci.R
causaldrf/R/iw_est.R
causaldrf/R/nmes_data.R
causaldrf/R/ismw_est.R
causaldrf/vignettes
causaldrf/vignettes/nmes_spline_10222015_wt.png
causaldrf/vignettes/nmes_ivd_11062015_wt.png
causaldrf/vignettes/Chapter1Ref09212015.bib
causaldrf/vignettes/nmes_overlap_f_10022015.png
causaldrf/vignettes/nmes_pf_10222015_wt.png
causaldrf/vignettes/nmes_reg_10222015_wt.png
causaldrf/vignettes/nmes_overlap_a_10022015.png
causaldrf/vignettes/nmes_overlap_c_10022015.png
causaldrf/vignettes/HI_sim_10292015_np.png
causaldrf/vignettes/nmes_overlap_b_10022015.png
causaldrf/vignettes/ihdp_nw_10202015.png
causaldrf/vignettes/ihdp_iw_10202015.png
causaldrf/vignettes/Using_causaldrf.Rnw
causaldrf/vignettes/nmes_overlap_e_10022015.png
causaldrf/vignettes/nmes_overlap_d_10022015.png
causaldrf/vignettes/nmes_10192015.RData
causaldrf/vignettes/ihdp_prop_spl_10202015.png
causaldrf/vignettes/ihdp_bart_10212015.png
causaldrf/MD5
causaldrf/build
causaldrf/build/vignette.rds
causaldrf/DESCRIPTION
causaldrf/man
causaldrf/man/overlap_fun.Rd
causaldrf/man/hi_est.Rd
causaldrf/man/aipwee_est.Rd
causaldrf/man/iw_est.Rd
causaldrf/man/gam_est.Rd
causaldrf/man/get_ci.Rd
causaldrf/man/prop_spline_est.Rd
causaldrf/man/hi_sim_data.Rd
causaldrf/man/bart_est.Rd
causaldrf/man/sim_data.Rd
causaldrf/man/wtrg_est.Rd
causaldrf/man/nw_est.Rd
causaldrf/man/iptw_est.Rd
causaldrf/man/add_spl_est.Rd
causaldrf/man/scalar_wts.Rd
causaldrf/man/ismw_est.Rd
causaldrf/man/reg_est.Rd
causaldrf/man/nmes_data.Rd
causaldrf/man/t_mod.Rd
causaldrf/LICENSE