Estimation of average causal effects for single time point
interventions in networkdependent data (e.g., in the presence of spillover
and/or interference). Supports arbitrary interventions (static or
stochastic). Implemented estimation algorithms are the targeted maximum
likelihood estimation (TMLE), the inverseprobabilityoftreatment (IPTW)
estimator and the parametric Gcomputation formula estimator. Asymptotically
correct influencecurvebased confidence intervals are constructed for the
TMLE and IPTW. The data are assumed to consist of rows of unitspecific
observations, each row i represented by variables (F.i,W.i,A.i,Y.i), where
F.i is a vector of friend IDs of unit i (i's network), W.i is a vector of
i's baseline covariates, A.i is i's exposure (can be binary, categorical or
continuous) and Y.i is i's binary outcome. Exposure A.i depends on
(multivariate) userspecified baseline summary measure(s) sW.i, where sW.i
is any function of i's baseline covariates W.i and the baseline covariates
of i's friends in F.i. Outcome Y.i depends on sW.i and (multivariate)
userspecified summary measure(s) sA.i, where sA.i is any function of i's
baseline covariates and exposure (W.i,A.i) and the baseline covariates and
exposures of i's friends. The summary measures are defined with functions
def.sW and def.sA. See ?'tmlenetpackage' for a general overview.
Maintainer: Oleg Sofrygin <oleg.sofrygin at gmail.com>
Install package and any missing dependencies by running this line in your R console:
install.packages("tmlenet")
Depends  R (>= 3.2.0) 
Imports  assertthat, data.table, Matrix, methods, R6, Rcpp, simcausal, speedglm, stats, stringr 
Suggests  doParallel, foreach, igraph, knitr, locfit, matrixStats, RUnit 
Enhances  
Linking to  Rcpp 
Reverse depends 

Reverse imports 

Reverse suggests 
simcausal 
Reverse enhances 

Reverse linking to 
Package  tmlenet 
Materials  
URL  https://github.com/osofr/tmlenet 
Task Views  
Version  0.1.0 
Published  20150928 
License  GPL2 
BugReports  https://github.com/osofr/tmlenet/issues 
SystemRequirements  
NeedsCompilation  yes 
Citation  
CRAN checks  tmlenet check results 
Package source  tmlenet_0.1.0.tar.gz 
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