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DOC Fixing citations for de Leeuw in isotonic.py #18952

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6 changes: 3 additions & 3 deletions sklearn/isotonic.py
Original file line number Diff line number Diff line change
Expand Up @@ -190,7 +190,7 @@ class IsotonicRegression(RegressorMixin, TransformerMixin, BaseEstimator):

Notes
-----
Ties are broken using the secondary method from Leeuw, 1977.
Ties are broken using the secondary method from de Leeuw, 1977.

References
----------
Expand All @@ -201,11 +201,11 @@ class IsotonicRegression(RegressorMixin, TransformerMixin, BaseEstimator):

Isotone Optimization in R : Pool-Adjacent-Violators
Algorithm (PAVA) and Active Set Methods
Leeuw, Hornik, Mair
de Leeuw, Hornik, Mair
Journal of Statistical Software 2009

Correctness of Kruskal's algorithms for monotone regression with ties
Leeuw, Psychometrica, 1977
de Leeuw, Psychometrica, 1977

Examples
--------
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