diff --git a/sklearn/metrics/cluster/setup.py b/sklearn/metrics/cluster/setup.py
index 2707839992b5d..2711987cbfe43 100644
--- a/sklearn/metrics/cluster/setup.py
+++ b/sklearn/metrics/cluster/setup.py
@@ -5,7 +5,7 @@
 
 
 def configuration(parent_package="", top_path=None):
-    config = Configuration("metrics.cluster", parent_package, top_path)
+    config = Configuration("cluster", parent_package, top_path)
     libraries = []
     if os.name == 'posix':
         libraries.append('m')
diff --git a/sklearn/metrics/setup.py b/sklearn/metrics/setup.py
index 946016e3df814..d9a10d1df3290 100644
--- a/sklearn/metrics/setup.py
+++ b/sklearn/metrics/setup.py
@@ -14,6 +14,7 @@ def configuration(parent_package="", top_path=None):
     if os.name == 'posix':
         cblas_libs.append('m')
 
+    config.add_subpackage('cluster')
     config.add_extension("pairwise_fast",
                          sources=["pairwise_fast.pyx"],
                          include_dirs=[os.path.join('..', 'src', 'cblas'),
diff --git a/sklearn/setup.py b/sklearn/setup.py
index b7b5b6b385336..a20d7e4e3fe22 100644
--- a/sklearn/setup.py
+++ b/sklearn/setup.py
@@ -53,7 +53,6 @@ def configuration(parent_package='', top_path=None):
     config.add_subpackage('feature_extraction')
     config.add_subpackage('manifold')
     config.add_subpackage('metrics')
-    config.add_subpackage('metrics/cluster')
     config.add_subpackage('neighbors')
     config.add_subpackage('tree')
     config.add_subpackage('svm')