mirror of
https://github.com/prise6/aVirtualTwins.git
synced 2024-04-24 18:50:28 +02:00
47 lines
1.3 KiB
R
47 lines
1.3 KiB
R
% Generated by roxygen2: do not edit by hand
|
|
% Please edit documentation in R/forest.double.R
|
|
\docType{class}
|
|
\name{VT.forest.double}
|
|
\alias{VT.forest.double}
|
|
\title{Difft by double random forest}
|
|
\description{
|
|
A reference class to compute twins via double random forests
|
|
}
|
|
\details{
|
|
\code{VT.forest.double} extends \code{VT.forest}.
|
|
|
|
\eqn{E(Y|T = 1)} if \eqn{T_i = 1} is estimated by OOB predictions from
|
|
\code{model_trt1}.
|
|
\eqn{E(Y|T = 0)} if \eqn{T_i = 0} is estimated by OOB predictions from
|
|
\code{model_trt0}.
|
|
This is what \code{computeTwin1()} does.
|
|
|
|
Then \eqn{E(Y|T = 1)} if \eqn{T_i = 0} is estimated by model_trt1.
|
|
Then \eqn{E(Y|T = 0)} if \eqn{T_i = 1} is estimated by model_trt1.
|
|
This is what \code{computeTwin2()} does.
|
|
}
|
|
\section{Fields}{
|
|
|
|
\describe{
|
|
\item{\code{model_trt1}}{a caret/RandomForest/randomForest object for treatment T =
|
|
1}
|
|
|
|
\item{\code{model_trt0}}{a caret/RandomForest/randomForest object for treatment T =
|
|
0}
|
|
|
|
\item{\code{...}}{field from parent class : \code{\link{VT.forest}}}
|
|
}}
|
|
|
|
\section{Methods}{
|
|
|
|
\describe{
|
|
\item{\code{computeTwin1()}}{Compute twin1 with OOB predictions from double forests. See details.}
|
|
|
|
\item{\code{computeTwin2()}}{Compute twin2 by the other part of data in the other forest. See details.}
|
|
}}
|
|
|
|
\seealso{
|
|
\code{\link{VT.difft}}, \code{\link{VT.forest}},
|
|
\code{\link{VT.forest.one}}
|
|
}
|