diff --git a/examples/applications/plot_stock_market.py b/examples/applications/plot_stock_market.py
index b7f46c17fe549..29645a50791c7 100644
--- a/examples/applications/plot_stock_market.py
+++ b/examples/applications/plot_stock_market.py
@@ -169,7 +169,7 @@
 from sklearn import manifold
 
 node_position_model = manifold.LocallyLinearEmbedding(
-    n_components=2, eigen_solver="dense", n_neighbors=6
+    n_components=2, eigen_solver="arpack", n_neighbors=6, random_state=42
 )
 
 embedding = node_position_model.fit_transform(X.T).T