@article{Rougier:2018,
  doi = {10.1038/d41586-018-04628-w},
  year = {2018},
  month = apr,
  publisher = {Springer Nature},
  volume = {556},
  number = {7701},
  pages = {309--309},
  author = {Rougier, Nicolas P. and Hinsen, Konrad},
  title = {Code reviewing puts extra demands on referees },
  journal = {Nature},
}

@article{Science:2018,
  doi = {10.1126/science.359.6377.725},
  author = {Hutson, Matthew},
  url = {http://science.sciencemag.org/content/359/6377/725},
  year = {2018},
  month = feb,
  volume = {359},
  number = {6377},
  title = {Artificial intelligence faces a replication crisis},
  journal = {Science},
}

@Misc{Roboto:2011,
  author =       {Christian Robertson},
  title =        {The Roboto family of fonts (Google)},
  url =          {https://github.com/google/roboto},
  year =         2011,
  note =         {Apache License, verison 2.0},
}

@Misc{SourceSerifPro:2014,
  author =  {Frank Grießhammer},
  title =        {Source Serif Pro (Adobe Systems)},
  url =          {https://github.com/adobe-fonts/source-serif-pro},
  year =         2014,
  note =         {SIL Open Font License, version 1.1},
}

@Misc{SourceCodePro:2012,
  author =       {Paul D. Hunt},
  title =        {Source Code Pro (Adobe Systems)},
  url =          {https://github.com/adobe-fonts/source-code-pro},
  year =         2012,
  note =         {SIL Open Font License, version 1.1},
}

@article{Topalidou:2015,
  author =       {Topalidou, Meropi and Rougier, Nicolas P.},
  title =        {{[Re] Interaction between cognitive and motor cortico-basal
                  ganglia loops during decision making: a computational study}},
  journal =      {ReScience},
  year =         2015,
  volume =       1,
  number =       1,
  doi =          {10.5281/zenodo.27944},
}

@article{Rougier:2017,
  doi =          {10.7717/peerj-cs.142},
  author =       {Nicolas P. Rougier and Konrad Hinsen and Frédéric Alexandre
                  and Thomas Arildsen and Lorena Barba and Fabien
                  C. Y. Benureau and C. Titus Brown and Pierre de Buyl and Ozan
                  Caglayan and Andrew P. Davison and Marc André Delsuc and
                  Georgios Detorakis and Alexandra K. Diem and Damien Drix and
                  Pierre Enel and Benoît Girard and Olivia Guest and Matt
                  G. Hall and Rafael Neto Henriques and Xavier Hinaut and Kamil
                  S Jaron and Mehdi Khamassi and Almar Klein and Tiina Manninen
                  and Pietro Marchesi and Dan McGlinn and Christoph Metzner and
                  Owen L. Petchey and Hans Ekkehard Plesser and Timothée Poisot
                  and Karthik Ram and Yoav Ram and Etienne Roesch and Cyrille
                  Rossant and Vahid Rostami and Aaron Shifman and Joseph
                  Stachelek and Marcel Stimberg and Frank Stollmeier and
                  Federico Vaggi and Guillaume Viejo and Julien Vitay and Anya
                  Vostinar and Roman Yurchak and Tiziano Zito},
  title =        {{Sustainable computational science: the ReScience
                  initiative}},
  journal =      {{PeerJ} Computer Science},
  month =        12,
  volume =       3,
  pages =        {e142},
  year =         2017,
  github =       {https://github.com/ReScience/ReScience-article-2},
  keywords =     {journal},
  tags =         {OS},
}

@article{Sinha:2022,
  author = {Sinha, Koustuv and Dodge, Jesse and Luccioni, Sasha and Forde, Jessica Zosa and Raparthy, Sharath Chandra and Pineau, Joelle and Stojnic, Robert},
  title = {{ML Reproducibility Challenge 2021}},
  journal = {ReScience C},
  year = {2022},
  month = may,
  volume = {8},
  number = {2},
  pages = {{48}},
  doi = {10.5281/zenodo.6574723},
  url = {https://zenodo.org/record/6574723/files/article.pdf},
  type = {Editorial},
  language = {Python},
  domain = {ML Reproducibility Challenge 2021},
  keywords = {rescience c, machine learning, deep learning, python, pytorch}
}

@article{Sinha:2021,
  author = {Sinha, Koustuv and Dodge, Jesse and Luccioni, Sasha and Forde, Jessica Zosa and Stojnic, Robert and Pineau, Joelle},
  title = {{ML Reproducibility Challenge 2020}},
  journal = {ReScience C},
  year = {2021},
  month = may,
  volume = {7},
  number = {2},
  pages = {{1}},
  doi = {10.5281/zenodo.4833117},
  url = {https://zenodo.org/record/4833117/files/article.pdf},
  type = {Editorial},
  keywords = {machine learning, neurips, reproducibility challenge}
}

@article{Sinha:2020,
  author = {Sinha, Koustuv and Pineau, Joelle and Forde, Jessica and Ke, Rosemary Nan and Larochelle, Hugo},
  title = {{NeurIPS 2019 Reproducibility Challenge}},
  journal = {ReScience C},
  year = {2020},
  month = may,
  volume = {6},
  number = {2},
  pages = {{11}},
  doi = {10.5281/zenodo.3818627},
  url = {https://zenodo.org/record/3818627/files/article.pdf},
  type = {Editorial},
  keywords = {machine learning, neurips, reproducibility challenge}
}

@article{Pineau:2019,
  author = {Pineau, Joelle and Sinha, Koustuv and Fried, Genevieve and Ke, Rosemary Nan and Larochelle, Hugo},
  title = {{ICLR Reproducibility Challenge 2019}},
  journal = {ReScience C},
  year = {2019},
  month = may,
  volume = {5},
  number = {2},
  pages = {{5}},
  doi = {10.5281/zenodo.3158244},
  url = {https://zenodo.org/record/3158244/files/article.pdf},
  review_url = {https://github.com/ReScience/submissions/issues/5},
  type = {Editorial},
  keywords = {machine learning, ICLR, reproducibility challenge}
}

@misc{adult_dataset,
author = "Kohavi, Ronny and Becker, Barry",
year = "1996",
title = "{UCI} Machine Learning Repository: Adult Data Set",
url = "https://archive.ics.uci.edu/ml/datasets/adult",
institution = "University of California, Irvine, School of Information and Computer Sciences" }

@misc{gpa_dataset,
author = {Bruno Castro da Silva},
publisher = {Harvard Dataverse},
title = {{UFRGS Entrance Exam and GPA Data}},
UNF = {UNF:6:+D+aq/sk1ySn13hdxDPTnA==},
year = {2019},
version = {V2},
doi = {10.7910/DVN/O35FW8},
url = {https://doi.org/10.7910/DVN/O35FW8}
}

@inproceedings{giguere2022fairness,
title={Fairness Guarantees under Demographic Shift},
author={Stephen Giguere and Blossom Metevier and Yuriy Brun and Philip S. Thomas and Scott Niekum and Bruno Castro da Silva},
booktitle={International Conference on Learning Representations},
year={2022},
url={https://openreview.net/forum?id=wbPObLm6ueA}
}

@article{schrouff2022maintaining,
  title={Maintaining fairness across distribution shift: do we have viable solutions for real-world applications?},
  author={Schrouff, Jessica and Harris, Natalie and Koyejo, Oluwasanmi and Alabdulmohsin, Ibrahim and Schnider, Eva and Opsahl-Ong, Krista and Brown, Alex and Roy, Subhrajit and Mincu, Diana and Chen, Christina and others},
  journal={arXiv preprint arXiv:2202.01034},
  year={2022}
}

@misc{giguereGithub,
  author = {Stephen Giguere and Blossom Metevier and Yuriy Brun and Philip S. Thomas and Scott Niekum and Bruno Castro da Silva},
  title = {Fairness Guarantees under Demographic Shift},
  year = {2022},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/sgiguere/Fairness-Guarantees-under-Demographic-Shift}},
}

% DE ANDERE ALGORITME PAPERS
% Fairness constraints
@inproceedings{zafar2017fairness,
  title={Fairness constraints: Mechanisms for fair classification},
  author={Zafar, Muhammad Bilal and Valera, Isabel and Rogriguez, Manuel Gomez and Gummadi, Krishna P},
  booktitle={Artificial intelligence and statistics},
  pages={962--970},
  year={2017},
  organization={PMLR}
}

% Seldonina Algorithms
@article{thomas2019preventing,
  title={Preventing undesirable behavior of intelligent machines},
  author={Thomas, Philip S and Castro da Silva, Bruno and Barto, Andrew G and Giguere, Stephen and Brun, Yuriy and Brunskill, Emma},
  journal={Science},
  volume={366},
  number={6468},
  pages={999--1004},
  year={2019},
  publisher={American Association for the Advancement of Science}
}

% Fairlearn
@inproceedings{agarwal2018reductions,
  title={A reductions approach to fair classification},
  author={Agarwal, Alekh and Beygelzimer, Alina and Dud{\'\i}k, Miroslav and Langford, John and Wallach, Hanna},
  booktitle={International Conference on Machine Learning},
  pages={60--69},
  year={2018},
  organization={PMLR}
}

% RFLearn
@inproceedings{du2021fair,
  title={Fair and robust classification under sample selection bias},
  author={Du, Wei and Wu, Xintao},
  booktitle={Proceedings of the 30th ACM International Conference on Information \& Knowledge Management},
  pages={2999--3003},
  year={2021}
}

% Diabetes dataset
@article{strack2014impact,
  title={Impact of HbA1c measurement on hospital readmission rates: analysis of 70,000 clinical database patient records},
  author={Strack, Beata and DeShazo, Jonathan P and Gennings, Chris and Olmo, Juan L and Ventura, Sebastian and Cios, Krzysztof J and Clore, John N},
  journal={BioMed research international},
  volume={2014},
  year={2014},
  publisher={Hindawi}
}

 @misc{hansen, title={CMA Module}, url={https://pypi.org/project/cma/}, journal={PyPI}, author={Hansen, Nikolaus}} 

@ARTICLE{2020SciPy-NMeth,
  author  = {Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and
            Haberland, Matt and Reddy, Tyler and Cournapeau, David and
            Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and
            Bright, Jonathan and {van der Walt}, St{\'e}fan J. and
            Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and
            Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and
            Kern, Robert and Larson, Eric and Carey, C J and
            Polat, {\.I}lhan and Feng, Yu and Moore, Eric W. and
            {VanderPlas}, Jake and Laxalde, Denis and Perktold, Josef and
            Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and
            Harris, Charles R. and Archibald, Anne M. and
            Ribeiro, Ant{\^o}nio H. and Pedregosa, Fabian and
            {van Mulbregt}, Paul and {SciPy 1.0 Contributors}},
  title   = {{{SciPy} 1.0: Fundamental Algorithms for Scientific
            Computing in Python}},
  journal = {Nature Methods},
  year    = {2020},
  volume  = {17},
  pages   = {261--272},
  adsurl  = {https://rdcu.be/b08Wh},
  doi     = {10.1038/s41592-019-0686-2},
}

% student ttest
@article{student,
 ISSN = {00063444},
 URL = {http://www.jstor.org/stable/2331554},
 author = {Student},
 journal = {Biometrika},
 number = {1},
 pages = {1--25},
 publisher = {[Oxford University Press, Biometrika Trust]},
 title = {The Probable Error of a Mean},
 urldate = {2023-02-02},
 volume = {6},
 year = {1908}
}

% Deze stonden er volgens latex al een keer in
% @article{thomas2019preventing,
%   title={Preventing undesirable behavior of intelligent machines},
%   author={Thomas, Philip S and Castro da Silva, Bruno and Barto, Andrew G and Giguere, Stephen and Brun, Yuriy and Brunskill, Emma},
%   journal={Science},
%   volume={366},
%   number={6468},
%   pages={999--1004},
%   year={2019},
%   publisher={American Association for the Advancement of Science}
% }
% @inproceedings{agarwal2018reductions,
%   title={A reductions approach to fair classification},
%   author={Agarwal, Alekh and Beygelzimer, Alina and Dud{\'\i}k, Miroslav and Langford, John and Wallach, Hanna},
%   booktitle={International Conference on Machine Learning},
%   pages={60--69},
%   year={2018},
%   organization={PMLR}
% }
