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DOC Added redirect to Provost paper + minor refactor #26223

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10 changes: 6 additions & 4 deletions doc/modules/model_evaluation.rst
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Expand Up @@ -1531,16 +1531,18 @@ And the decision values do not require such processing.
.. [HT2001] Hand, D.J. and Till, R.J., (2001). `A simple generalisation
of the area under the ROC curve for multiple class classification problems.
<http://link.springer.com/article/10.1023/A:1010920819831>`_
Machine learning, 45(2), pp.171-186.
Machine learning, 45(2), pp. 171-186.

.. [FC2009] Ferri, Cèsar & Hernandez-Orallo, Jose & Modroiu, R. (2009).
`An Experimental Comparison of Performance Measures for Classification.
<https://www.math.ucdavis.edu/~saito/data/roc/ferri-class-perf-metrics.pdf>`_
Pattern Recognition Letters. 30. 27-38.

.. [PD2000] Provost, F., Domingos, P. (2000). Well-trained PETs: Improving
probability estimation trees (Section 6.2), CeDER Working Paper #IS-00-04,
Stern School of Business, New York University.
.. [PD2000] Provost, F., Domingos, P. (2000). `Well-trained PETs: Improving
probability estimation trees
<https://fosterprovost.com/publication/well-trained-pets-improving-probability-estimation-trees/>`_
(Section 6.2), CeDER Working Paper #IS-00-04, Stern School of Business,
New York University.

.. [F2006] Fawcett, T., 2006. `An introduction to ROC analysis.
<http://www.sciencedirect.com/science/article/pii/S016786550500303X>`_
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