L'imposture climatique ou la fausse écologie, 2010. ,
How we analyzed the compas recidivism algorithm. ProPublica, en ligne consulté le 28, 2016. ,
The End of Theory: The Data Deluge Makes the Scientific Method Obsolete, 2008. ,
Controlling the false discovery rate: a practical and powerful approach to multiple testing, Journal of the Royal Statistical Society, Series B, vol.57, issue.1, pp.289-300, 1995. ,
De Statisticien à Data Scientist; développements pédagogiques à l'INSA de Toulouse, Statistique et Enseignement, vol.7, issue.1, pp.75-93, 2015. ,
DOI : 10.3166/isi.19.3.93-105
URL : http://arxiv.org/abs/1403.3758
Random forest, Machine Learning, pp.5-32, 2001. ,
Introduction à l'Analyse des Données, 1976. ,
Three naive Bayes approaches for discrimination-free classification, Data Mining and Knowledge Discovery, vol.21, issue.2, pp.277-292, 2010. ,
DOI : 10.1007/s10618-010-0190-x
Accounting for eXentricities: Analysis of the X Chromosome in GWAS Reveals X-Linked Genes Implicated in Autoimmune Diseases, PLoS One, vol.9, issue.12, 2014. ,
XGBoost, Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '16, 2016. ,
DOI : 10.1109/SSDBM.2007.27
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments, arXiv pre-print, 2016. ,
La loi pour une République numérique : l'écosystème de la donnée saisi par le droit, AJDA 2017 ,
Le numérique et les droits fondamentaux, étude annuelle du Conseil d'Etat, La Documentation Française, en ligne, 2014. ,
Algorithmic Transparency via Quantitative Input Influence: Theory and Experiments with Learning Systems, 2016 IEEE Symposium on Security and Privacy (SP), 2016. ,
DOI : 10.1109/SP.2016.42
The p-Value You Can't Buy, The American Statistician, pp.33-38, 2016. ,
DOI : 10.1080/00031305.2015.1069760
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4867863
Justice predictive : la fin de l'aléa judiciaire ?, pp.2017-532 ,
Virtual Competition The promise and perils of algorithmic-driven economy, 2016. ,
Certifying and Removing Disparate Impact, Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '15, pp.arXiv-preprint, 2015. ,
DOI : 10.1145/2245276.2245303
URL : http://arxiv.org/abs/1412.3756
A Step Towards Accountable Algorithms?:Algorithmic Discrimination and the European Union General Data Protection, 29th Conference on Neural Information Processing Systems, 2016. ,
EU regulations on algorithmic decision-making and a "right to explanation, ICML Workshop on Human Interpretability in Machine Learning, 2016. ,
Ethique et Big data, conference présentée à l'IPSED Bordeaux, en ligne, 2016. ,
A Methodology for Direct and Indirect Discrimination Prevention in Data Mining, IEEE Transactions on Knowledge and Data Engineering, vol.25, issue.7, pp.1445-1459, 2013. ,
DOI : 10.1109/TKDE.2012.72
Generalization-based privacy preservation and discrimination prevention in data publishing and mining, Data Mining and Knowledge Discovery, vol.10, issue.5, pp.5-6, 2014. ,
DOI : 10.1007/978-1-4612-4028-0
Discrimination- and privacy-aware patterns, Data Mining and Knowledge Discovery, vol.6, issue.1, 2014. ,
DOI : 10.1142/S0218488502001648
A Genome-Wide Association Study of Depressive Symptoms, Biological Psychiatry, vol.73, issue.7, pp.667-678, 2013. ,
DOI : 10.1016/j.biopsych.2012.09.033
Why Most Clinical Research Is Not Useful, PLOS Medicine, vol.174, issue.7, 2016. ,
DOI : 10.1371/journal.pmed.1002049.t003
URL : http://doi.org/10.1371/journal.pmed.1002049
Machine Learning with Personal Data: Profiling, Decisions and the EU General Data Protection Regulation, 29th Conference on Neural Information Processing Systems, 2016. ,
Data Pre-Processing Techniques for Classification without Discrimination, Knowledge and Information Systems, vol.33, issue.1, 2011. ,
DOI : 10.1007/s10115-011-0463-8
Discrimination Aware Decision Tree Learning in ICDM, pp.869-874, 2010. ,
DOI : 10.1109/icdm.2010.50
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.422.8262
On the Analysis of a Repeated Measure Design in Genome-Wide Association Analysis, International Journal of Environmental Research and Public Health, vol.44, issue.12, pp.12283-12303, 2014. ,
DOI : 10.1146/annurev.psych.58.110405.085530
The ethics of algorithms: Mapping the debate, Big Data & Society, vol.3, issue.2, 2016. ,
DOI : 10.1177/2053951716679679
The Net Delusion: The Dark Side of Internet Freedom, 2012. ,
To Save Everything, Click Here : Technology, Solutionism, and the Urge to Fix Problems that Don't Exist, 2013. ,
The rise of data and the death of politics, The Observer, 2014. ,
Weapons of Math Destruction: How Big Data Increases Inequality, Crown Random House, 2016. ,
Accès aux traitements algorithmiques utilisés par l'administration, AJDA 2017 ,
Discrimination-aware data mining, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD 08, pp.560-568, 2008. ,
DOI : 10.1145/1401890.1401959
A study of top-k measures for discrimination discovery, Proceedings of the 27th Annual ACM Symposium on Applied Computing, SAC '12, pp.126-131, 2012. ,
DOI : 10.1145/2245276.2245303
Genomics is failing on diversity, Nature, vol.538, issue.7624, pp.161-164, 2016. ,
DOI : 10.1038/538161a
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5089703
Sexual dimorphisms in genetic loci linked to body fat distribution, Bioscience Reports, vol.37, issue.1, 2017. ,
DOI : 10.1042/BSR20160184
URL : http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5291139
La « loyauté » des « plateformes ». Quelles plateformes ? Quelle loyauté ? ,
Pour une défense de l'éprouvante inopérationnalité du droit face à l'opérationnalité sans épreuve du comportementalisme numérique, 2011. ,
Gouvernementalité algorithmique et perspectives d'émancipation, Cairn, pp.163-196, 2013. ,
DOI : 10.3917/res.177.0163
Using t-closeness anonymity to control for non-discrimination, Transaction on Data Privacy, pp.99-129, 2014. ,
DOI : 10.1109/icdmw.2013.56
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.637.9345
Data mining for discrimination discovery, ACM Transactions on Knowledge Discovery from Data, vol.4, issue.2, 2010. ,
DOI : 10.1145/1754428.1754432
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.158.6656
Données publiques -open data et jurisprudence, Dr. adm, 2016. ,
Questions de pharmacologie g?n?rale. Il n'y a pas de simple pharmakon, Psychotropes, vol.13, issue.3, pp.27-54, 2007. ,
DOI : 10.3917/psyt.133.0027
Exploratory Data Analysis, 1977. ,
Science et Big data: la fin de la théorie ?, en ligne, 2016. ,
Why a Right to Explanation of Aumated Decision-Making Does Not Exist in the General Data Protection Regulation?, International Data Privacy Law ,
Accurate estimation of influenza epidemics using Google search data via ARGO, Proceedings of the National Academy of Sciences, vol.58, issue.1, pp.112-4473, 2015. ,
DOI : 10.1111/j.1467-9868.2005.00503.x
Why a Right to Explanation of Automated Decision- Making Does Not Exist in the General Data Protection Regulation, International Data Privacy Law, 2017. ,
Interpretable Classification Models for Recidivism Prediction, arXiv pre-print, 2016. ,
DOI : 10.1111/rssa.12227
URL : http://arxiv.org/abs/1503.07810
A survey on measuring indirect discrimination in machine learning. arXiv pre- print, 2015. ,
Handling Conditional Discrimination, Proceedings of IEEE International Conference on Data Mining, pp.992-1001, 2011. ,