diff --git a/R-package/R/xgb.importance.R b/R-package/R/xgb.importance.R
index 7e55f7316..69995d9ef 100644
--- a/R-package/R/xgb.importance.R
+++ b/R-package/R/xgb.importance.R
@@ -128,4 +128,4 @@ linearDump <- function(feature_names, text){
 # Avoid error messages during CRAN check.
 # The reason is that these variables are never declared
 # They are mainly column names inferred by Data.table...
-globalVariables(".")
+globalVariables(".", "Feature", "Split", "No", "Missing")