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--- a/biblio.bib
+++ b/biblio.bib
@@ -33,8 +33,101 @@
     note={Dernier accès: 2024-08-29}
 }
 
+#Optimisation
+@BOOK{ciarlet,
+  title    = "Introduction {\`a} l'an{\'a}lyse num{\'e}rique matricielle et
+              {\`a} l'optimisation: cours et exercices corrig{\'e}s",
+  author   = "Ciarlet, Philippe G",
+  year     =  2006,
+  language = "fr"
+}
+
+
+
 #Machine learning
 
+@article{bottou1991stochastic,
+  title={Stochastic gradient learning in neural networks},
+  author={Bottou, L{\'e}on and others},
+  journal={Proceedings of Neuro-N{\i}mes},
+  volume={91},
+  number={8},
+  pages={12},
+  year={1991},
+  publisher={Nimes}
+}
+
+@incollection{bottou2012stochastic,
+  title={Stochastic gradient descent tricks},
+  author={Bottou, L{\'e}on},
+  booktitle={Neural Networks: Tricks of the Trade: Second Edition},
+  pages={421--436},
+  year={2012},
+  publisher={Springer}
+}
+
+@article{amari1993back,
+  title={Backpropagation and stochastic gradient descent method},
+  author={Amari, Shun-ichi},
+  journal={Neurocomputing},
+  volume={5},
+  number={4-5},
+  pages={185--196},
+  year={1993},
+  publisher={Elsevier}
+}
+
+@article{kumari2017machine,
+  title={Machine learning: A review on binary classification},
+  author={Kumari, Roshan and Srivastava, Saurabh Kr},
+  journal={International Journal of Computer Applications},
+  volume={160},
+  number={7},
+  year={2017},
+  publisher={Foundation of Computer Science}
+}
+@article{li2020statistical,
+  title={Statistical hypothesis testing versus machine learning binary classification: Distinctions and guidelines},
+  author={Li, Jingyi Jessica and Tong, Xin},
+  journal={Patterns},
+  volume={1},
+  number={7},
+  year={2020},
+  publisher={Elsevier}
+}
+@article{canbek2022ptopi,
+  title={PToPI: A comprehensive review, analysis, and knowledge representation of binary classification performance measures/metrics},
+  author={Canbek, G{\"u}rol and Taskaya Temizel, Tugba and Sagiroglu, Seref},
+  journal={SN Computer Science},
+  volume={4},
+  number={1},
+  pages={13},
+  year={2022},
+  publisher={Springer}
+}
+
+@misc{insee1982parite,
+    howpublished={\url{https://www.insee.fr/fr/statistiques/4768237}},
+    title={Les cadres : de plus en plus de femmes},
+    author={Forment, Virginie and Vidalenc, Joëlle},
+    note={Dernier accès: 2024-08-26}
+}
+
+@article{chicco2021matthews,
+  title={The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation},
+  author={Chicco, Davide and T{\"o}tsch, Niklas and Jurman, Giuseppe},
+  journal={BioData mining},
+  volume={14},
+  pages={1--22},
+  year={2021},
+  publisher={Springer}
+}
+
+
+    
+
+
+
 
 
 
@@ -531,6 +624,14 @@ series = {AIES '18}
     note={Dernier accès: 2024-08-05}
 }
 
+@misc{aiact,
+    howpublished={\url{https://eur-lex.europa.eu/eli/reg/2024/1689/oj}},
+
+    note={Dernier accès: 2024-09-02},
+    title={Regulation (EU) 2024/1689 of the European Parliament and of the Council of 13 June 2024 laying down harmonised rules on artificial intelligence and amending Regulations (EC) No 300/2008, (EU) No 167/2013, (EU) No 168/2013, (EU) 2018/858, (EU) 2018/1139 and (EU) 2019/2144 and Directives 2014/90/EU, (EU) 2016/797 and (EU) 2020/1828 (Artificial Intelligence Act) (Text with EEA relevance)}
+}
+
+
 
 #########################################
 #Philosophie