diff --git a/examples/decomposition/plot_faces_decomposition.py b/examples/decomposition/plot_faces_decomposition.py
index 141210c0b1a895fa9ebb302dde8e641840550af3..fcab10be6dcdf40385b4096cb95f1cc859602142 100644
--- a/examples/decomposition/plot_faces_decomposition.py
+++ b/examples/decomposition/plot_faces_decomposition.py
@@ -82,8 +82,8 @@ estimators = [
                                       n_iter=100, chunk_size=3),
      True, False),
 
-    ('Dict. atoms - MiniBatchDictionaryLearning',
-    decomposition.MiniBatchDictionaryLearning(n_atoms=n_components, alpha=1e-3,
+    ('MiniBatchDictionaryLearning',
+    decomposition.MiniBatchDictionaryLearning(n_atoms=n_components, alpha=5e-3,
                                               n_iter=100, chunk_size=3),
      True, False),