diff --git a/man/hotdeck.Rd b/man/hotdeck.Rd
index 99e09c9..c73cc5c 100644
--- a/man/hotdeck.Rd
+++ b/man/hotdeck.Rd
@@ -100,7 +100,8 @@ Other imputation methods:
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Alexander Kowarik
diff --git a/man/impPCA.Rd b/man/impPCA.Rd
index 1e10ca8..d946c3e 100644
--- a/man/impPCA.Rd
+++ b/man/impPCA.Rd
@@ -91,7 +91,8 @@ Other imputation methods:
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Matthias Templ
diff --git a/man/irmi.Rd b/man/irmi.Rd
index 064d3b9..2c7d3e0 100644
--- a/man/irmi.Rd
+++ b/man/irmi.Rd
@@ -160,7 +160,8 @@ Other imputation methods:
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Matthias Templ, Alexander Kowarik
diff --git a/man/kNN.Rd b/man/kNN.Rd
index d730445..968597d 100644
--- a/man/kNN.Rd
+++ b/man/kNN.Rd
@@ -123,7 +123,8 @@ Other imputation methods:
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Alexander Kowarik, Statistik Austria
diff --git a/man/matchImpute.Rd b/man/matchImpute.Rd
index 42f8699..760e79a 100644
--- a/man/matchImpute.Rd
+++ b/man/matchImpute.Rd
@@ -59,7 +59,8 @@ Other imputation methods:
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Johannes Gussenbauer, Alexander Kowarik
diff --git a/man/medianSamp.Rd b/man/medianSamp.Rd
index a8c7896..b3598a6 100644
--- a/man/medianSamp.Rd
+++ b/man/medianSamp.Rd
@@ -24,6 +24,7 @@ Other imputation methods:
 \code{\link{matchImpute}()},
 \code{\link{rangerImpute}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \concept{imputation methods}
diff --git a/man/rangerImpute.Rd b/man/rangerImpute.Rd
index ddfc418..3feafdc 100644
--- a/man/rangerImpute.Rd
+++ b/man/rangerImpute.Rd
@@ -52,6 +52,7 @@ Other imputation methods:
 \code{\link{matchImpute}()},
 \code{\link{medianSamp}()},
 \code{\link{regressionImp}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \concept{imputation methods}
diff --git a/man/regressionImp.Rd b/man/regressionImp.Rd
index 1859e30..85e949a 100644
--- a/man/regressionImp.Rd
+++ b/man/regressionImp.Rd
@@ -68,7 +68,8 @@ Other imputation methods:
 \code{\link{matchImpute}()},
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
-\code{\link{sampleCat}()}
+\code{\link{sampleCat}()},
+\code{\link{xgboostImpute}()}
 }
 \author{
 Alexander Kowarik
diff --git a/man/sampleCat.Rd b/man/sampleCat.Rd
index be7c8a6..9a6614d 100644
--- a/man/sampleCat.Rd
+++ b/man/sampleCat.Rd
@@ -24,6 +24,7 @@ Other imputation methods:
 \code{\link{matchImpute}()},
 \code{\link{medianSamp}()},
 \code{\link{rangerImpute}()},
-\code{\link{regressionImp}()}
+\code{\link{regressionImp}()},
+\code{\link{xgboostImpute}()}
 }
 \concept{imputation methods}
diff --git a/man/xgboostImpute.Rd b/man/xgboostImpute.Rd
new file mode 100644
index 0000000..9e0a9c9
--- /dev/null
+++ b/man/xgboostImpute.Rd
@@ -0,0 +1,69 @@
+% Generated by roxygen2: do not edit by hand
+% Please edit documentation in R/xgboostImpute.R
+\name{xgboostImpute}
+\alias{xgboostImpute}
+\title{Xgboost Imputation}
+\usage{
+xgboostImpute(
+  formula,
+  data,
+  imp_var = TRUE,
+  imp_suffix = "imp",
+  verbose = FALSE,
+  nrounds = 100,
+  objective = NULL,
+  ...
+)
+}
+\arguments{
+\item{formula}{model formula for the imputation}
+
+\item{data}{A \code{data.frame} containing the data}
+
+\item{imp_var}{\code{TRUE}/\code{FALSE} if a \code{TRUE}/\code{FALSE} variables for each imputed
+variable should be created show the imputation status}
+
+\item{imp_suffix}{suffix used for TF imputation variables}
+
+\item{verbose}{Show the number of observations used for training
+and evaluating the RF-Model. This parameter is also passed down to
+\code{\link[xgboost:xgb.train]{xgboost::xgboost()}} to show computation status.}
+
+\item{nrounds}{max number of boosting iterations,
+argument passed to \code{\link[xgboost:xgb.train]{xgboost::xgboost()}}}
+
+\item{objective}{objective for xgboost,
+argument passed to \code{\link[xgboost:xgb.train]{xgboost::xgboost()}}}
+
+\item{...}{Arguments passed to \code{\link[xgboost:xgb.train]{xgboost::xgboost()}}}
+}
+\value{
+the imputed data set.
+}
+\description{
+Impute missing values based on a random forest model using \code{\link[xgboost:xgb.train]{xgboost::xgboost()}}
+}
+\examples{
+data(sleep)
+xgboostImpute(Dream~BodyWgt+BrainWgt,data=sleep)
+xgboostImpute(Dream+NonD~BodyWgt+BrainWgt,data=sleep)
+xgboostImpute(Dream+NonD+Gest~BodyWgt+BrainWgt,data=sleep)
+
+sleepx <- sleep
+sleepx$Pred <- as.factor(LETTERS[sleepx$Pred])
+sleepx$Pred[1] <- NA
+xgboostImpute(Pred~BodyWgt+BrainWgt,data=sleepx)
+}
+\seealso{
+Other imputation methods: 
+\code{\link{hotdeck}()},
+\code{\link{impPCA}()},
+\code{\link{irmi}()},
+\code{\link{kNN}()},
+\code{\link{matchImpute}()},
+\code{\link{medianSamp}()},
+\code{\link{rangerImpute}()},
+\code{\link{regressionImp}()},
+\code{\link{sampleCat}()}
+}
+\concept{imputation methods}