diff --git a/doc/plot/plot_kmeans.py b/doc/plot/plot_kmeans.py
index 1deeb0b007b044249ac7d9809f3d7c64a6c4d907..b79446e001d2371fb99515aa102a867b3277e1ba 100644
--- a/doc/plot/plot_kmeans.py
+++ b/doc/plot/plot_kmeans.py
@@ -12,7 +12,7 @@ virginica = data[iris_data.target == 2]
 
 # Training KMeans
 # 3 clusters with a feature dimensionality of 2
-machine = KMeansMachine(n_clusters=3, init_method="k-means++").fit(data)
+machine = KMeansMachine(n_clusters=3, init_method="k-means||").fit(data)
 
 predictions = machine.predict(data)