diff --git a/man/boost_family-class.Rd b/man/boost_family-class.Rd
index 56af634..bf98afa 100644
--- a/man/boost_family-class.Rd
+++ b/man/boost_family-class.Rd
@@ -2,7 +2,7 @@
 \docType{class}
 \alias{boost_family-class}
 \alias{show,boost_family-method}
-\title{Class "boost\_family": Gradient Boosting Family}
+\title{Class "boost_family": Gradient Boosting Family}
 \description{Objects of class \code{boost_family} define negative gradients of
              loss functions to be optimized.}
 \section{Objects from the Class}{
diff --git a/man/gamboost.Rd b/man/gamboost.Rd
index ae6ac11..41af12b 100644
--- a/man/gamboost.Rd
+++ b/man/gamboost.Rd
@@ -96,7 +96,7 @@ gamboost(formula, data = list(), na.action = na.omit, weights = NULL,
 
   Matthias Schmid and Torsten Hothorn (2008),
   Boosting additive models using component-wise P-splines as
-  base-learners. \emph{Computational Statistics \& Data Analysis},
+  base-learners. \emph{Computational Statistics & Data Analysis},
   \bold{53}(2), 298--311.
 
   Torsten Hothorn, Peter Buehlmann, Thomas Kneib, Mattthias Schmid