diff --git a/src/mlpack/bindings/julia/CMakeLists.txt b/src/mlpack/bindings/julia/CMakeLists.txt
index e45742f58b..ceff95fe8a 100644
--- a/src/mlpack/bindings/julia/CMakeLists.txt
+++ b/src/mlpack/bindings/julia/CMakeLists.txt
@@ -53,6 +53,7 @@ if (BUILD_JULIA_BINDINGS)
   add_library(mlpack_julia_util
     julia_util.h
     julia_util.cpp)
+  target_link_libraries(mlpack_julia_util ${ARMADILLO_LIBRARIES})
   set_target_properties(mlpack_julia_util PROPERTIES
       LIBRARY_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/src/mlpack/bindings/julia/mlpack/src/")
   add_dependencies(julia mlpack_julia_util)