From 0353471abaf291a4b6499648c4098d359de5e66e Mon Sep 17 00:00:00 2001
From: "Christine P. Chai" <star1327p@gmail.com>
Date: Thu, 10 Jul 2025 18:37:11 -0700
Subject: [PATCH] DOC: Update a link to a research paper

---
 examples/calibration/plot_compare_calibration.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/calibration/plot_compare_calibration.py b/examples/calibration/plot_compare_calibration.py
index aa60de1032765..fb41527eb0d44 100644
--- a/examples/calibration/plot_compare_calibration.py
+++ b/examples/calibration/plot_compare_calibration.py
@@ -271,12 +271,12 @@ def predict_proba(self, X):
 #        Niculescu-Mizil & R. Caruana, ICML 2005
 #
 # .. [2] `Beyond independence: Conditions for the optimality of the simple
-#        bayesian classifier
+#        Bayesian classifier
 #        <https://www.ics.uci.edu/~pazzani/Publications/mlc96-pedro.pdf>`_
 #        Domingos, P., & Pazzani, M., Proc. 13th Intl. Conf. Machine Learning.
 #        1996.
 #
 # .. [3] `Obtaining calibrated probability estimates from decision trees and
 #        naive Bayesian classifiers
-#        <https://citeseerx.ist.psu.edu/doc_view/pid/4f67a122ec3723f08ad5cbefecad119b432b3304>`_
+#        <https://cseweb.ucsd.edu/~elkan/calibrated.pdf>`_
 #        Zadrozny, Bianca, and Charles Elkan. Icml. Vol. 1. 2001.