Julia Stoyanovich

@article{natmed_25,
  author = {Hernandez-Boussard, Tina and Lee, Aaron Y. and Stoyanovich, Julia and Biven, Laura},
  title = {Promoting transparency in {AI} for biomedical and behavioral research},
  journal = {Nature Medicine},
  year = {2025},
  doi = {10.1038/s41591-025-03680-0},
  keywords = {journal,policy,transparency},
  url = {https://doi.org/10.1038/s41591-025-03680-0},
}

@article{ukraine_edu25,
  title = {Estimating the impact of the {Russian} invasion on the displacement of graduating high school students in {Ukraine}},
  author = {Zakharchenko, Tetiana and Bell, Andrew and Drushchak, Nazarii and Konopatska, Oleksandra and Khan, Falaah Arif and Stoyanovich, Julia},
  year = {2025},
  journal = {Nature Communications},
  keywords = {journal,education,policy,RAIforUkraine},
}

@article{sharp,
  author = {Pliatsika, Venetia and Fonseca, Jo{\~{a}}o and Akhynko, Kateryna and Shevchenko, Ivan and Stoyanovich, Julia},
  title = {{ShaRP}: Explaining Rankings and Preferences with Shapley Values},
  journal = {Proc. {VLDB} Endow.},
  volume = {18},
  number = {11},
  year = {2025},
  doi = {10.14778/3749646.3749682},
  keywords = {journal,data,ranking,explainability,transparency,RAIforUkraine}
}

@article{shades,
  title = {Still More Shades of {Null}: An Evaluation Suite for Responsible Missing Value Imputation},
  author = {{Arif Khan}, Falaah and Herasymuk, Denys and Protsiv, Nazar and Stoyanovich, Julia},
  year = {2025},
  journal = {Proc. {VLDB} Endow.},
  volume = {18},
  number = {9},
  doi = {14778/3746405.3746416},
  keywords = {journal,RAIforUkraine,data}
}

@inproceedings{sharp_attack,
  title = {{SHAP}-based Explanations are Sensitive to Feature Representation},
  author = {Hwang, Hyunseung and Bell, Andrew and Fonseca, Joao and Pliatsika, Venetia and Stoyanovich, Julia and Whang, Steven Euijong},
  year = {2025},
  booktitle = {Conference on Fairness, Accountability, and Transparency, {ACM FAccT}},
  keywords = {conference,data,explainability,transparency}
}

@inproceedings{credal2025,
  title = {{CREDAL}: Close Reading of Data Models},
  author = {Fletcher, George and Nahurna, Olha and Prytula, Matvii and Stoyanovich, Julia},
  year = {2025},
  booktitle = {Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA) at ACM SIGMOD},
  url = {https://dl.acm.org/doi/10.1145/3736733.3736737},
  keywords = {data,RAIforUkraine}
}

@inproceedings{onion20205,
  title = {{ONION}: A Multi-Layered Framework for Participatory ER Design},
  author = {Makovska, Viktoriia and Fletcher, George and Stoyanovich, Julia},
  year = {2025},
  booktitle = {Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA) at ACM SIGMOD},
  url = {https://dl.acm.org/doi/10.1145/3736733.3736736},
  keywords = {data,RAIforUkraine}
}

@article{hod2025reallyneedpublicdata,
  title = {Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data},
  author = {Hod, Shlomi and Rosenblatt, Lucas and Stoyanovich, Julia},
  year = {2025},
  journal = {arXiv},
  eprint = {2504.14368},
  archiveprefix = {arXiv},
  primaryclass = {cs.LG},
  keywords = {privacy, data, genAI},
}

@article{DBLP:journals/pvldb/CampbellSM24,
  author = {Campbell, Felix S. and Stoyanovich, Julia and Moskovitch, Yuval},
  title = {Rodeo: Making Refinements for Diverse Top-k Queries},
  journal = {Proc. {VLDB} Endow.},
  volume = {17},
  number = {12},
  pages = {4341--4344},
  year = {2024},
  keywords = {conference,fairness,data,demo}
}

@inproceedings{DBLP:conf/ijcai/BynumLS24,
  author = {Bynum, Lucius E. J. and Loftus, Joshua R. and Stoyanovich, Julia},
  title = {A New Paradigm for Counterfactual Reasoning in Fairness and Recourse},
  booktitle = {Proceedings of the Thirty-Third International Joint Conference on
                    Artificial Intelligence, {IJCAI} 2024, Jeju, South Korea},
  pages = {7092--7100},
  publisher = {ijcai.org},
  year = {2024},
  timestamp = {Fri, 18 Oct 2024 20:55:14 +0200},
  biburl = {https://dblp.org/rec/conf/ijcai/BynumLS24.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,fairness,causal,counterfactuals}
}

@inproceedings{DBLP:conf/sigmod/HerasymukKS24,
  author = {Herasymuk, Denys and Khan, Falaah Arif and Stoyanovich, Julia},
  editor = {Barcel{\'{o}}, Pablo and Pi, Nayat S{\'{a}}nchez and Meliou, Alexandra and Sudarshan, S.},
  title = {Responsible Model Selection with Virny and VirnyView},
  booktitle = {Companion of the International Conference on Management of Data,
                    {SIGMOD/PODS}, Santiago, Chile},
  pages = {488--491},
  publisher = {{ACM}},
  year = {2024},
  url = {https://doi.org/10.1145/3626246.3654738},
  doi = {10.1145/3626246.3654738},
  keywords = {conference,demo,RAIforUkraine,data},
  author+an = {1=self;2=self;3=self}
}

@article{DBLP:journals/sigmod/RosenblattHHLLMRSHS24,
  author = {Rosenblatt, Lucas and Herman, Bernease and Holovenko, Anastasia and Lee, Wonkwon and Loftus, Joshua R. and McKinnie, Elizabeth and Rumezhak, Taras and Stadnik, Andrii and Howe, Bill and Stoyanovich, Julia},
  title = {Epistemic Parity: Reproducibility as an Evaluation Metric for Differential
                    Privacy},
  journal = {{SIGMOD} Rec.},
  volume = {53},
  number = {1},
  pages = {65--74},
  year = {2024},
  url = {https://doi.org/10.1145/3665252.3665267},
  doi = {10.1145/3665252.3665267},
  keywords = {journal,privacy,RAIforUkraine},
  author+an = {1=self;3=self;4=self;6=self;7=self;8=self;10=self}
}

@inproceedings{DBLP:conf/fat/BellBDZRS23,
  author = {Bell, Andrew and Bynum, Lucius and Drushchak, Nazarii and Zakharchenko, Tetiana and Rosenblatt, Lucas and Stoyanovich, Julia},
  title = {The Possibility of Fairness: Revisiting the Impossibility Theorem
                    in Practice},
  booktitle = {Proceedings of the {ACM} Conference on Fairness, Accountability,
                    and Transparency, FAccT, Chicago, IL, USA},
  pages = {400--422},
  publisher = {{ACM}},
  year = {2023},
  doi = {10.1145/3593013.3594007},
  keywords = {conference,fairness,RAIforUkraine},
  author+an = {1=self;2=self;3=self;4=self;5=self;6=self}
}

@article{DominguezStoyanovich23,
  author = {Dominguez, Daniel and Stoyanovich, Julia},
  title = {Responsible AI literacy: A stakeholder-first approach},
  journal = {Big Data and Society},
  year = {2023},
  keywords = {journal,education,rds},
  doi = {https://doi.org/10.1177/20539517231219958},
}

@inproceedings{DBLP:conf/eaamo/FonsecaBABS23,
  author = {Fonseca, Jo{\~{a}}o and Bell, Andrew and Abrate, Carlo and Bonchi, Francesco and Stoyanovich, Julia},
  title = {Setting the Right Expectations: Algorithmic Recourse Over Time},
  booktitle = {Proceedings of the 3rd {ACM} Conference on Equity and Access in Algorithms,
                    Mechanisms, and Optimization, {EAAMO} 2023, Boston, MA, USA, 30 October
                    2023 - 1 November 2023},
  pages = {29:1--29:11},
  publisher = {{ACM}},
  year = {2023},
  url = {https://doi.org/10.1145/3617694.3623251},
  doi = {10.1145/3617694.3623251},
  timestamp = {Thu, 09 Nov 2023 21:12:58 +0100},
  biburl = {https://dblp.org/rec/conf/eaamo/FonsecaBABS23.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference, fairness}
}

@article{DBLP:journals/pvldb/LiMSJ23,
  author = {Li, Jinyang and Moskovitch, Yuval and Stoyanovich, Julia and Jagadish, H. V.},
  title = {Query Refinement for Diversity Constraint Satisfaction},
  journal = {Proc. {VLDB} Endow.},
  volume = {17},
  number = {2},
  pages = {106--118},
  year = {2023},
  timestamp = {Mon, 27 Nov 2023 13:13:34 +0100},
  biburl = {https://dblp.org/rec/journals/pvldb/LiMSJ23.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,fairness,data},
}

@article{DBLP:journals/pacmmod/CampbellSSM24,
  author = {Campbell, Felix S. and Silberstein, Alon and Stoyanovich, Julia and Moskovitch, Yuval},
  title = {Query Refinement for Diverse Top-k Selection},
  journal = {Proc. {ACM} Manag. Data},
  volume = {2},
  number = {3},
  pages = {166},
  year = {2024},
  doi = {10.1145/3654969},
  timestamp = {Fri, 19 Jul 2024 23:17:58 +0200},
  biburl = {https://dblp.org/rec/journals/pacmmod/CampbellSSM24.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,fairness,data},
}

@article{DBLP:journals/pvldb/LiSMSJ23,
  author = {Li, Jinyang and Silberstein, Alon and Moskovitch, Yuval and Stoyanovich, Julia and Jagadish, H. V.},
  title = {{ERICA:} Query Refinement for Diversity Constraint Satisfaction},
  journal = {Proc. {VLDB} Endow.},
  volume = {16},
  number = {12},
  pages = {4070--4073},
  year = {2023},
  doi = {10.14778/3611540.3611623},
  timestamp = {Mon, 23 Oct 2023 16:16:16 +0200},
  biburl = {https://dblp.org/rec/journals/pvldb/LiSMSJ23.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,fairness,data},
}

@inproceedings{DBLP:conf/sbbd/RibeiroPSAVKS023,
  author = {Ribeiro, V{\'{\i}}tor and Pena, Eduardo H. M. and de Freitas Saldanha, Raphael and Akbarinia, Reza and Valduriez, Patrick and {Arif Khan}, Falaah and Stoyanovich, Julia and Porto, F{\'{a}}bio},
  title = {Subset Modelling: {A} Domain Partitioning Strategy for Data-efficient
                    Machine-Learning},
  booktitle = {Proceedings of the 38th Brazilian Symposium on Databases, {SBBD} 2023,
                    Belo Horizonte, MG, Brazil, September 25-29, 2023},
  pages = {318--323},
  publisher = {{SBC}},
  year = {2023},
  timestamp = {Wed, 25 Oct 2023 16:14:33 +0200},
  biburl = {https://dblp.org/rec/conf/sbbd/RibeiroPSAVKS023.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,data},
}

@article{DBLP:journals/pvldb/StoyanovichHJ20,
  title = {Responsible Data Management},
  author = {Stoyanovich, Julia and Howe, Bill and Jagadish, HV},
  journal = {Proceedings of the VLDB Endowment},
  volume = {13},
  number = {12},
  year = {2020},
  keywords = {fairness,data,journal},
  doi = {10.14778/3415478.3415570},
}

@article{rosenblatt2022spending,
  title = {Spending Privacy Budget Fairly and Wisely},
  author = {Rosenblatt, Lucas and Allen, Joshua and Stoyanovich, Julia},
  journal = {Theory and Practice of Differential Privacy (@ICML)},
  year = {2022},
  keywords = {differential privacy, fairness, databases},
}

@inproceedings{guha_23,
  author = {Guha, Shubha and Khan, Falaah Arif and Stoyanovich, Julia and Schelter, Sebastian},
  year = {2023},
  title = {Automated Data Cleaning Can Hurt Fairness in Machine Learning-based Decision Making},
  keywords = {conference,data,fair},
  booktitle = {Proceedings of the 39th International Conference on Data Engineering, {ICDE}},
}

@article{NMI_2020,
  author = {Stoyanovich, Julia and {Van Bavel}, Jay J. and West, Tessa V.},
  title = {The Imperative of Interpretable Machines},
  journal = {Nature Machine Intelligence},
  volume = {2},
  year = {2020},
  pages = {197--199},
  doi = {https://doi.org/10.1038/s42256-020-0171-8},
  keywords = {journal,explainability},
}

@article{NMI_2023,
  author = {Sloane, Mona and Solano-Kamaiko, Ian and Yuan, Jun and Dasgupta, Aritra and Stoyanovich, Julia},
  title = {Introducing contextual transparency for automated decision systems},
  journal = {Nature Machine Intelligence},
  volume = {5},
  year = {2023},
  pages = {187-–195},
  doi = {https://doi.org/10.1038/s42256-023-00623-7},
  keywords = {journal,explainability,policy,hiring},
}

@article{jdiq23,
  author = {Jagadish, H.V. and Stoyanovich, Julia and Howe, Bill},
  title = {The Many Facets of Data Equity},
  journal = {ACM Journal of Data and Information Quality},
  year = {2023},
  keywords = {journal,data,fair},
  volume = {14},
  issue = {4},
  pages = {1--21},
  doi = {https://doi.org/10.1145/3533425},
}

@article{DBLP:journals/corr/abs-2212-03974,
  author = {Bynum, Lucius E. J. and Loftus, Joshua R. and Stoyanovich, Julia},
  title = {Counterfactuals for the Future},
  booktitle = {Thirty-Seventh {AAAI} Conference on Artificial Intelligence, {AAAI}
                    2023, Thirty-Fifth Conference on Innovative Applications of Artificial
                    Intelligence, {IAAI} 2023, Thirteenth Symposium on Educational Advances
                    in Artificial Intelligence, {EAAI} 2023, Washington, DC, USA},
  pages = {14144--14152},
  publisher = {{AAAI} Press},
  year = {2023},
  doi = {10.1609/AAAI.V37I12.26655},
  keywords = {conference,fairness,fair,causal,counterfactuals}
}

@article{bynum2022interactive,
  author = {Bynum, Lucius E.J. and Khan, Falaah Arif and Konopatska, Oleksandra and Loftus, Joshua R. and Stoyanovich, Julia},
  title = {An Interactive Introduction to Causal Inference},
  journal = {VISxAI: Workshop on Visualization for AI Explainability},
  year = {2022},
  site = {https://r-ai.co/ci-playground},
  publisher = {IEEE},
  keywords = {workshop,education,playground,RAIforUkraine},
}

@inproceedings{stoyanovich_meta_eaai25,
  title = {Using Case Studies to Teach Responsible AI to Industry Practitioners},
  author = {Stoyanovich, Julia and de Paula, Rodrigo Kreis and Lewis, Armanda and Zheng, Chloe},
  year = {2025},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  keywords = {education},
  pages = {29062-29069},
  url = {https://doi.org/10.1609/aaai.v39i28.35177},
  doi = {https://doi.org/10.1609/aaai.v39i28.35177}
}

@inproceedings{bellstoyanovich_eaai25,
  title = {Making Transparency Advocates: An Educational Approach Towards Better Algorithmic Transparency in Practice},
  author = {Bell, Andrew and Stoyanovich, Julia},
  year = {2025},
  volume = {39},
  pages = {28964-28972},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  keywords = {conference,education,policy,transparency,playbook},
  doi = {10.1609/aaai.v39i28.35165},
  url = {https://doi.org/10.1609/aaai.v39i28.35165}
}

@inproceedings{stoyanovich_weareai_eaai25,
  title = {We Are {AI}: Taking Control of Technology},
  author = {Stoyanovich, Julia and Lewis, Armanda and Corbett, Eric and Bynum, Lucius and Rosenblatt, Lucas and {Arif Khan}, Falaah},
  year = {2025},
  booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
  keywords = {conference,education,weareai},
  pages = {29070-29077},
  url = {https://doi.org/10.1609/aaai.v39i28.35178},
  doi = {https://doi.org/10.1609/aaai.v39i28.35178}
}

@article{DBLP:journals/corr/abs-2211-02932,
  author = {Yuan, Jun and Stoyanovich, Julia and Dasgupta, Aritra},
  title = {Rankers, Rankees, {\&} Rankings: Peeking into the Pandora's Box
                    from a Socio-Technical Perspective},
  journal = {CoRR},
  volume = {abs/2211.02932},
  year = {2022},
  url = {https://doi.org/10.48550/arXiv.2211.02932},
  doi = {10.48550/arXiv.2211.02932},
  keywords = {working,ranking,explainability},
  eprinttype = {arXiv},
  eprint = {2211.02932},
  timestamp = {Wed, 09 Nov 2022 17:33:26 +0100},
  biburl = {https://dblp.org/rec/journals/corr/abs-2211-02932.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
}

@inproceedings{DBLP:conf/edbt/JagadishSH21,
  author = {Jagadish, H. V. and Stoyanovich, Julia and Howe, Bill},
  editor = {Costa, Constantinos and Pitoura, Evaggelia},
  title = {The Many Facets of Data Equity},
  booktitle = {Proceedings of the Workshops of the {EDBT/ICDT} 2021 Joint Conference,
                 Nicosia, Cyprus, March 23, 2021},
  series = {{CEUR} Workshop Proceedings},
  volume = {2841},
  publisher = {CEUR-WS.org},
  year = {2021},
  keywords = {workshop,data,fairness},
}

@article{AllAboard,
  author = {{Arif Khan}, Falaah and Bynum, Lucius and Hurst, Amy and Rosenblatt, Lucas and Shanbhogue, Meghana and Sloane, Mona and Stoyanovich, Julia},
  title = {{All Aboard! Making AI Education Accessible}},
  journal = {Center for Responsible AI, New York University},
  keywords = {panel,education,weareai},
  year = {2023},
}

@inproceedings{DBLP:conf/chi/BellNS23,
  author = {Bell, Andrew and Nov, Oded and Stoyanovich, Julia},
  title = {The Algorithmic Transparency Playbook: {A} Stakeholder-first Approach
                    to Creating Transparency for Your Organization's Algorithms},
  booktitle = {Extended Abstracts of the 2023 {CHI} Conference on Human Factors in
                    Computing Systems, {CHI} {EA} 2023, Hamburg, Germany, April 23-28,
                    2023},
  pages = {554:1--554:4},
  publisher = {{ACM}},
  year = {2023},
  site = {https://r-ai.co/transparency-playbook},
  doi = {10.1145/3544549.3574169},
  keywords = {panel,policy,explanability,education,playbook,governance},
  addendum = {peer-reviewed course},
  author+an = {1=self;3=self}
}

@inproceedings{DBLP:conf/sigmod/DongLSTWHT23,
  author = {Dong, Xin Luna and Li, Bo and Stoyanovich, Julia and Tung, Anthony Kum Hoe and Weikum, Gerhard and Halevy, Alon Y. and Tan, Wang{-}Chiew},
  title = {Personal Data for Personal Use: Vision or Reality?},
  booktitle = {Companion of the 2023 International Conference on Management of Data,
                    {SIGMOD/PODS} 2023, Seattle, WA, USA, June 18-23, 2023},
  pages = {263--264},
  publisher = {{ACM}},
  year = {2023},
  doi = {10.1145/3555041.3589378},
  keywords = {panel,data,privacy},
  addendum = {panelist, by invitation},
}

@inproceedings{DBLP:conf/sigmod/StoyanovichZY23,
  author = {Stoyanovich, Julia and Zehlike, Meike and Yang, Ke},
  editor = {Das, Sudipto and Pandis, Ippokratis and Candan, K. Sel{\c{c}}uk and Amer{-}Yahia, Sihem},
  title = {Fairness in Ranking: From Values to Technical Choices and Back},
  booktitle = {Companion of the 2023 International Conference on Management of Data,
                    {SIGMOD/PODS} 2023, Seattle, WA, USA, June 18-23, 2023},
  pages = {7--12},
  publisher = {{ACM}},
  year = {2023},
  doi = {10.1145/3555041.3589405},
  keywords = {panel,fairness,ranking},
  addendum = {peer-reviewed tutorial},
}

@article{bell_nov_stoyanovich_2023,
  author = {Bell, Andrew and Nov, Oded and Stoyanovich, Julia},
  title = {Think About the Stakeholders First! {T}owards an Algorithmic Transparency
                 Playbook for Regulatory Compliance},
  volume = {5},
  journal = {Data \& Policy},
  publisher = {Cambridge University Press},
  year = {2023},
  keywords = {journal,policy,explainability,education,playbook,governance},
}

@inproceedings{DBLP:conf/edbt/SchelterHKS20,
  author = {Schelter, Sebastian and He, Yuxuan and Khilnani, Jatin and Stoyanovich, Julia},
  title = {{F}air{P}rep: Promoting Data to a First-Class Citizen in Studies on Fairness-Enhancing
                 Interventions},
  booktitle = {Proceedings of the 23nd International Conference on Extending Database
                 Technology, {EDBT}},
  pages = {395--398},
  year = {2020},
  doi = {10.5441/002/edbt.2020.41},
  timestamp = {Wed, 25 Mar 2020 15:46:06 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,data,fair},
}

@article{DBLP:journals/debu/AsudehJS19,
  author = {Asudeh, Abolfazl and Jagadish, H. V. and Stoyanovich, Julia},
  title = {Towards Responsible Data-driven Decision Making in Score-Based Systems},
  journal = {{IEEE} Data Eng. Bull.},
  volume = {42},
  number = {3},
  pages = {76--87},
  year = {2019},
  timestamp = {Tue, 10 Mar 2020 16:23:50 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,fair,ranking},
  author+an = {3=self}
}

@article{DBLP:journals/debu/StoyanovichH19,
  author = {Stoyanovich, Julia and Howe, Bill},
  title = {Nutritional Labels for Data and Models},
  journal = {{IEEE} Data Eng. Bull.},
  volume = {42},
  number = {3},
  pages = {13--23},
  year = {2019},
  timestamp = {Tue, 10 Mar 2020 16:23:50 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,explainability},
}

@article{DBLP:journals/jdiq/AbiteboulS19,
  author = {Abiteboul, Serge and Stoyanovich, Julia},
  title = {Transparency, Fairness, Data Protection, Neutrality: Data Management
                 Challenges in the Face of New Regulation},
  journal = {ACM Journal of Data and Information Quality},
  volume = {11},
  number = {3},
  pages = {15:1--15:9},
  year = {2019},
  doi = {10.1145/3310231},
  timestamp = {Tue, 20 Aug 2019 08:40:18 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,data,fairness,policy,governance},
}

@inproceedings{DBLP:conf/cikm/SunAJHS19,
  author = {Sun, Chenkai and Asudeh, Abolfazl and Jagadish, H. V. and Howe, Bill and Stoyanovich, Julia},
  title = {MithraLabel: Flexible Dataset Nutritional Labels for Responsible Data
                 Science},
  booktitle = {Proceedings of the 28th International Conference on Information
                 and Knowledge Management, {CIKM}},
  pages = {2893--2896},
  publisher = {{ACM}},
  year = {2019},
  doi = {10.1145/3357384.3357853},
  timestamp = {Mon, 04 Nov 2019 11:09:32 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,data,explainability},
}

@inproceedings{DBLP:conf/ijcai/YangGS19,
  author = {Yang, Ke and Gkatzelis, Vasilis and Stoyanovich, Julia},
  title = {Balanced Ranking with Diversity Constraints},
  booktitle = {Proceedings of the 28th International Joint Conference on
                 Artificial Intelligence, {IJCAI}},
  pages = {6035--6042},
  publisher = {ijcai.org},
  year = {2019},
  doi = {10.24963/ijcai.2019/836},
  timestamp = {Tue, 20 Aug 2019 16:18:18 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,fair,ranking},
  author+an = {1=self;3=self}
}

@inproceedings{DBLP:conf/sigmod/AsudehJS019,
  author = {Asudeh, Abolfazl and Jagadish, H. V. and Stoyanovich, Julia and Das, Gautam},
  title = {Designing Fair Ranking Schemes},
  booktitle = {Proceedings of the 2019 International Conference on the Management of
                 Data, {SIGMOD}},
  pages = {1259--1276},
  publisher = {{ACM}},
  year = {2019},
  doi = {10.1145/3299869.3300079},
  timestamp = {Sat, 22 Jun 2019 17:10:04 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,fair,ranking},
  author+an = {3=self}
}

@inproceedings{DBLP:conf/sigmod/GuanAMJSM019,
  author = {Guan, Yifan and Asudeh, Abolfazl and Mayuram, Pranav and Jagadish, H. V. and Stoyanovich, Julia and Miklau, Gerome and Das, Gautam},
  title = {{M}ithra{R}anking: {A} System for Responsible Ranking Design},
  booktitle = {Proceedings of the 2019 International Conference on the Management of
                 Data, {SIGMOD}},
  pages = {1913--1916},
  publisher = {{ACM}},
  year = {2019},
  doi = {10.1145/3299869.3320244},
  timestamp = {Sat, 22 Jun 2019 17:10:04 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,fairness,ranking},
  addendum = {demonstration}
}

@inproceedings{DBLP:conf/sigmod/JagadishBEGGS19,
  author = {Jagadish, H. V. and Bonchi, Francesco and Eliassi{-}Rad, Tina and Getoor, Lise and Gummadi, Krishna P. and Stoyanovich, Julia},
  title = {The Responsibility Challenge for Data},
  booktitle = {Proceedings of the 2019 International Conference on the Management of
                 Data, {SIGMOD}},
  pages = {412--414},
  publisher = {{ACM}},
  year = {2019},
  doi = {10.1145/3299869.3314327},
  timestamp = {Sat, 22 Jun 2019 17:10:04 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data},
  author+an = {6=self},
  addendum = {plenary panel co-organizer and presenter},
}

@article{DBLP:journals/dagstuhl-manifestos/AbiteboulABBCD018,
  title = {Research Directions for Principles of Data Management, {D}agstuhl Perspectives
                 Workshop 16151)},
  journal = {Dagstuhl Manifestos},
  volume = {7},
  number = {1},
  pages = {1--29},
  year = {2018},
  doi = {10.4230/DagMan.7.1.1},
  timestamp = {Tue, 21 May 2019 07:19:14 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data},
  author+an = {17=self},
  addendum = {workshop report contributor, by invitation}
}

@article{DBLP:journals/pvldb/AsudehJMS18,
  author = {Asudeh, Abolfazl and Jagadish, H. V. and Miklau, Gerome and Stoyanovich, Julia},
  title = {On Obtaining Stable Rankings},
  journal = {PVLDB},
  volume = {12},
  number = {3},
  pages = {237--250},
  year = {2018},
  doi = {10.14778/3291264.3291269},
  timestamp = {Sat, 25 Apr 2020 13:58:47 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {journal,stable,ranking},
  author+an = {4=self}
}

@article{DBLP:journals/pvldb/StoyanovichHJM18,
  author = {Stoyanovich, Julia and Howe, Bill and Jagadish, H. V. and Miklau, Gerome},
  title = {Panel: {A} Debate on Data and Algorithmic Ethics},
  journal = {PVLDB},
  volume = {11},
  number = {12},
  pages = {2165--2167},
  year = {2018},
  doi = {10.14778/3229863.3240494},
  timestamp = {Sat, 25 Apr 2020 13:59:10 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data},
  author+an = {1=self},
  addendum = {plenary panel co-organizer and presenter}
}

@inproceedings{DBLP:conf/edbt/StoyanovichYJ18,
  author = {Stoyanovich, Julia and Yang, Ke and Jagadish, H. V.},
  title = {Online Set Selection with Fairness and Diversity Constraints},
  booktitle = {Proceedings of the 21th International Conference on Extending Database
                 Technology, {EDBT}},
  pages = {241--252},
  publisher = {OpenProceedings.org},
  year = {2018},
  doi = {10.5441/002/edbt.2018.22},
  timestamp = {Fri, 16 Mar 2018 23:12:22 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,fair,ranking},
  author+an = {1=self;2=self}
}

@inproceedings{DBLP:conf/sigmod/StoyanovichHJ18,
  author = {Stoyanovich, Julia and Howe, Bill and Jagadish, H. V.},
  title = {Special Session: {A} Technical Research Agenda in Data Ethics and
                 Responsible Data Management},
  booktitle = {Proceedings of the 2018 International Conference on the Management of
                 Data, {SIGMOD}},
  publisher = {{ACM}},
  year = {2018},
  doi = {10.1145/3183713.3205185},
  timestamp = {Wed, 21 Nov 2018 12:44:08 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data},
  author+an = {1=self},
  addendum = {co-organizer and presenter at this plenary panel}
}

@inproceedings{DBLP:conf/sigmod/YangSAHJM18,
  author = {Yang, Ke and Stoyanovich, Julia and Asudeh, Abolfazl and Howe, Bill and Jagadish, H. V. and Miklau, Gerome},
  title = {A Nutritional Label for Rankings},
  booktitle = {Proceedings of the 2018 International Conference on the Management of
                 Data, {SIGMOD}},
  publisher = {{ACM}},
  year = {2018},
  doi = {10.1145/3183713.3193568},
  timestamp = {Wed, 21 Nov 2018 12:44:08 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,ranking,explanability},
}

@inproceedings{DBLP:conf/ssdbm/PingSH17,
  author = {Ping, Haoyue and Stoyanovich, Julia and Howe, Bill},
  title = {{DataSynthesizer}: Privacy-Preserving Synthetic Datasets},
  booktitle = {Proceedings of the 29th International Conference on Scientific and
                 Statistical Database Management, {SSDBM}},
  pages = {42:1--42:5},
  publisher = {{ACM}},
  year = {2017},
  doi = {10.1145/3085504.3091117},
  timestamp = {Tue, 06 Nov 2018 16:57:31 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,privacy},
  author+an = {1=self;3=self}
}

@inproceedings{DBLP:conf/ssdbm/StoyanovichHAMS17,
  author = {Stoyanovich, Julia and Howe, Bill and Abiteboul, Serge and Miklau, Gerome and Sahuguet, Arnaud and Weikum, Gerhard},
  title = {Fides: Towards a Platform for Responsible Data Science},
  booktitle = {Proceedings of the 29th International Conference on Scientific and
                 Statistical Database Management, {SSDBM}},
  pages = {26:1--26:6},
  publisher = {{ACM}},
  year = {2017},
  doi = {10.1145/3085504.3085530},
  timestamp = {Tue, 06 Nov 2018 16:57:31 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,data},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/ssdbm/YangS17,
  author = {Yang, Ke and Stoyanovich, Julia},
  title = {Measuring Fairness in Ranked Outputs},
  booktitle = {Proceedings of the 29th International Conference on Scientific and
                 Statistical Database Management, {SSDBM}},
  pages = {22:1--22:6},
  publisher = {{ACM}},
  year = {2017},
  doi = {10.1145/3085504.3085526},
  timestamp = {Tue, 06 Nov 2018 16:57:31 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {fairness, ranking, data management},
  author+an = {1=self;2=self}
}

@inproceedings{DBLP:conf/edbt/StoyanovichAM16,
  author = {Stoyanovich, Julia and Abiteboul, Serge and Miklau, Gerome},
  title = {{Data, Responsibly}: Fairness, Neutrality and Transparency in Data Analysis},
  booktitle = {Proceedings of the 19th International Conference on Extending Database
                 Technology, {EDBT}},
  pages = {718--719},
  publisher = {OpenProceedings.org},
  year = {2016},
  doi = {10.5441/002/edbt.2016.103},
  timestamp = {Sun, 21 May 2017 00:19:15 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data,fair,expl},
  author+an = {1=self},
  addendum = {peer-reviewed tutorial}
}

@inproceedings{DBLP:conf/webdb/AbiteboulDESWSS15,
  author = {Abiteboul, Serge and Dong, Xin Luna and Etzioni, Oren and Srivastava, Divesh and Weikum, Gerhard and Stoyanovich, Julia and Suchanek, Fabian M.},
  title = {The Elephant in the Room: Getting Value from Big Data},
  booktitle = {Proceedings of the 18th International Workshop on Web and Databases, {WebDB} at {SIGMOD}},
  pages = {1--5},
  publisher = {{ACM}},
  year = {2015},
  doi = {10.1145/2767109.2770014},
  timestamp = {Tue, 06 Nov 2018 16:58:14 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {public,data},
  author+an = {6=self},
  addendum = {editorial in WebDB 2015 proceedings}
}

@article{DBLP:journals/dagstuhl-reports/AbiteboulMSW16,
  author = {Abiteboul, Serge and Miklau, Gerome and Stoyanovich, Julia and Weikum, Gerhard},
  title = {{Data, Responsibly (Dagstuhl Seminar 16291)}},
  journal = {Dagstuhl Reports},
  volume = {6},
  number = {7},
  pages = {42--71},
  year = {2016},
  doi = {10.4230/DagRep.6.7.42},
  timestamp = {Wed, 07 Jun 2017 14:40:01 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {panel,data},
  author+an = {3=self},
  addendum = {workshop co-chair, authors in alphabetical order}
}

@inproceedings{DBLP:conf/cidr/StoyanovichADJM13,
  author = {Stoyanovich, Julia and Amer{-}Yahia, Sihem and Davidson, Susan B. and Jacob, Marie and Milo, Tova},
  title = {Understanding Local Structure in Ranked Datasets},
  booktitle = {Proceedings of 6th Biennial Conference on Innovative Data Systems Research, {CIDR}},
  publisher = {www.cidrdb.org},
  year = {2013},
  timestamp = {Thu, 12 Mar 2020 11:32:33 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,pref,ranking},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/edbt/StoyanovichAM11,
  author = {Stoyanovich, Julia and Amer{-}Yahia, Sihem and Milo, Tova},
  title = {Making interval-based clustering rank-aware},
  booktitle = {Proceedings of the 14th International Conference on Extending Database Technology, {EDBT}},
  pages = {437--448},
  publisher = {{ACM}},
  year = {2011},
  doi = {10.1145/1951365.1951417},
  timestamp = {Tue, 06 Nov 2018 16:59:06 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,ranking,fairness},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/sigmod/StoyanovichLMR11,
  author = {Stoyanovich, Julia and Lodha, Mayur and Mee, William and Ross, Kenneth A.},
  title = {{SkylineSearch}: semantic ranking and result visualization for {PubMed}},
  booktitle = {Proceedings of the 2011 International Conference on the Management
                 of Data, {SIGMOD}},
  pages = {1247--1250},
  publisher = {{ACM}},
  year = {2011},
  doi = {10.1145/1989323.1989467},
  timestamp = {Tue, 06 Nov 2018 11:07:37 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,ranking},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/icde/StoyanovichMR10,
  author = {Stoyanovich, Julia and Mee, William and Ross, Kenneth A.},
  title = {Semantic ranking and result visualization for life sciences publications},
  booktitle = {Proceedings of the 26th International Conference on Data Engineering,
                 {ICDE}},
  publisher = {{IEEE} Computer Society},
  year = {2010},
  doi = {10.1109/ICDE.2010.5447931},
  timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,ranking},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/cikm/StoyanovichA09,
  author = {Stoyanovich, Julia and Amer{-}Yahia, Sihem},
  title = {Rank-aware clustering of structured datasets},
  booktitle = {Proceedings of the 18th Conference on Information and Knowledge
                 Management, {CIKM}},
  pages = {1429--1432},
  publisher = {{ACM}},
  year = {2009},
  doi = {10.1145/1645953.1646137},
  timestamp = {Tue, 06 Nov 2018 16:57:46 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {conference,ranking,fairness},
  author+an = {1=self}
}

@article{DBLP:journals/pvldb/RosenblattHHLLM23,
  author = {Rosenblatt, Lucas and Herman, Bernease and Holovenko, Anastasia and Lee, Wonkwon and Loftus, Joshua R. and Mckinnie, Elizabeth and Rumezhak, Taras and Stadnik, Andrii and Howe, Bill and Stoyanovich, Julia},
  title = {Epistemic Parity: Reproducibility as an Evaluation Metric for Differential
                    Privacy},
  journal = {Proc. {VLDB} Endow.},
  volume = {16},
  number = {11},
  pages = {3178--3191},
  year = {2023},
  doi = {10.14778/3611479.3611517},
  timestamp = {Mon, 23 Oct 2023 16:16:16 +0200},
  biburl = {https://dblp.org/rec/journals/pvldb/RosenblattHHLLM23.bib},
  keywords = {journal,privacy,RAIforUkraine},
  author+an = {1=self;3=self;4=self;6=self;7=self;8=self;10=self}
}

@inproceedings{DBLP:conf/caise/Stoyanovich19,
  author = {Stoyanovich, Julia},
  title = {TransFAT: Translating Fairness, Accountability, and Transparency into
                 Data Science Practice},
  booktitle = {Proceedings of the 1st International Workshop on Processing Information
                 Ethically, {PIE} at {CAiSE}},
  series = {{CEUR} Workshop Proceedings},
  volume = {2417},
  publisher = {CEUR-WS.org},
  year = {2019},
  timestamp = {Wed, 12 Feb 2020 16:44:33 +0100},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {invited,data},
  author+an = {1=self}
}

@article{Follow,
  title = {Follow the Data! {A}lgorithmic Transparency Starts with Data Transparency},
  author = {Stoyanovich, Julia and Howe, Bill},
  journal = {The Ethical Machine},
  year = {2018},
  month = nov,
  day = {27},
  publisher = {Shorenstein Center on Media, Politics, and Public Policy, Harvard Kennedy School},
  keywords = {public,data,explainability,policy},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/vldb/RodriguezSPSH19,
  author = {Rodriguez, Luke and Salimi, Babak and Ping, Haoyue and Stoyanovich, Julia and Howe, Bill},
  editor = {Oliveira, Jonice and de Farias, Claudio M. and Pacitti, Esther and Fortino, Giancarlo},
  title = {MobilityMirror: Bias-Adjusted Transportation Datasets},
  booktitle = {Big Social Data and Urban Computing - First Workshop, BiDU@VLDB 2018,
                    Rio de Janeiro, Brazil, August 31, 2018, Revised Selected Papers},
  series = {Communications in Computer and Information Science},
  volume = {926},
  pages = {18--39},
  publisher = {Springer},
  year = {2018},
  url = {https://doi.org/10.1007/978-3-030-11238-7_2},
  doi = {10.1007/978-3-030-11238-7_2},
  keywords = {privacy},
  timestamp = {Tue, 29 Jan 2019 14:00:34 +0100},
  biburl = {https://dblp.org/rec/conf/vldb/RodriguezSPSH18.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{weareaicomic_vol1,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {What is AI?},
  journal = {We are AI Comic Series},
  volume = {1},
  year = {2021},
  keywords = {public,education,comics,english},
}

@article{weareaicomic_vol1_sp,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {What is AI? (Spanish Edition)},
  journal = {We are AI Comic Series},
  volume = {1},
  year = {2021},
  keywords = {public,education,comics,spanish},
}

@article{weareaicomic_vol1_uk,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {What is AI? (Ukrainian Edition)},
  journal = {We are AI Comic Series},
  volume = {1},
  year = {2024},
  keywords = {public,education,comics,ukrainian},
}

@article{weareaicomic_vol2_uk,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {Learning from data (Ukrainian Edition)},
  journal = {We are AI Comic Series},
  volume = {2},
  year = {2024},
  keywords = {public,education,comics,ukrainian},
}

@article{weareaicomic_vol3_uk,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {Who lives?  Who dies?  Who decides? (Ukrainian Edition)},
  journal = {We are AI Comic Series},
  volume = {3},
  year = {2024},
  keywords = {public,education,comics,ukrainian},
}

@article{weareaicomic_vol4_uk,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {All about that bias (Ukrainian Edition)},
  journal = {We are AI Comic Series},
  volume = {4},
  year = {2024},
  keywords = {public,education,comics,ukrainian},
}

@article{weareaicomic_vol5_uk,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {We are AI (Ukrainian Edition)},
  journal = {We are AI Comic Series},
  volume = {5},
  year = {2024},
  keywords = {public,education,comics,ukrainian},
}

@article{weareaicomic_vol1_gr,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {What is AI? (Greek Edition)},
  journal = {We are AI Comic Series},
  volume = {1},
  year = {2021},
  keywords = {public,education,comics,other},
}

@article{weareaicomic_vol2,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {Learning from data},
  journal = {We are AI Comic Series},
  volume = {2},
  year = {2021},
  keywords = {public,education,comics,english},
}

@article{weareaicomic_vol2_sp,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {Learning from data (Spanish Edition)},
  journal = {We are AI Comic Series},
  volume = {2},
  year = {2021},
  keywords = {public,education,comics,spanish},
}

@article{weareaicomic_vol3,
  author = {Stoyanovich, Julia and Sloane, Mona and Khan, Falaah Arif},
  title = {Who lives, who dies, who decides?},
  journal = {We are AI Comic Series},
  volume = {3},
  year = {2021},
  keywords = {public,education,comics,english},
}

@article{weareaicomic_vol3_sp,
  author = {Stoyanovich, Julia and Sloane, Mona and Khan, Falaah Arif},
  title = {Who lives, who dies, who decides? (Spanish Edition)},
  journal = {We are AI Comic Series},
  volume = {3},
  year = {2021},
  keywords = {public,education,comics,spanish},
}

@article{weareaicomic_vol4,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {All about that bias},
  journal = {We are AI Comic Series},
  volume = {4},
  year = {2021},
  keywords = {public,education,comics,english}
}

@article{weareaicomic_vol4_sp,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {All about that bias (Spanish Edition)},
  journal = {We are AI Comic Series},
  volume = {4},
  year = {2021},
  keywords = {public,education,comics,spanish}
}

@article{weareaicomic_vol5,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {We are AI},
  journal = {We are AI Comic Series},
  volume = {5},
  year = {2021},
  keywords = {public,education,comics,english},
}

@article{weareaicomic_vol5_sp,
  author = {Stoyanovich, Julia and Khan, Falaah Arif},
  title = {We are AI},
  journal = {We are AI Comic Series},
  volume = {5},
  year = {2021},
  keywords = {public,education,comics,spanish},
}

@article{rdscomic_vol1,
  author = {Khan, Falaah Arif and Stoyanovich, Julia},
  title = {Mirror, Mirror},
  journal = {Data, Responsibly Comic Series},
  volume = {1},
  year = {2020},
  keywords = {public,edu,comics,english},
}

@article{rdscomic_vol1_fr,
  author = {Khan, Falaah Arif and Stoyanovich, Julia},
  title = {Mirror, Mirror (French Edition)},
  journal = {Data, Responsibly Comic Series},
  volume = {1},
  year = {2020},
  keywords = {public,edu,comics,other},
}

@article{rdscomic_vol1_sp,
  author = {Khan, Falaah Arif and Stoyanovich, Julia},
  title = {Mirror, Mirror (Spanish Edition)},
  journal = {Data, Responsibly Comic Series},
  volume = {1},
  year = {2020},
  keywords = {public,edu,comics,spanish},
}

@article{rdscomic_vol1_br,
  author = {Khan, Falaah Arif and Stoyanovich, Julia},
  title = {Mirror, Mirror (Portugueze Edition)},
  journal = {Data, Responsibly Comic Series},
  volume = {1},
  year = {2020},
  keywords = {public,edu,comics,other},
}

@article{rdscomic_Vol2,
  author = {Khan, Falaah Arif and Manis, Eleni and Stoyanovich, Julia},
  title = {Fairness and Friends},
  journal = {Data, Responsibly Comic Series},
  volume = {2},
  year = {2021},
  keywords = {public,edu,comics,english},
}

@article{citp_1,
  author = {Stoyanovich, Julia and Goodman, Ellen P.},
  title = {Revealing Algorithmic Rankers},
  journal = {Freedom to Tinker, Center for Information Technology Policy, Princeton University},
  year = {2016},
  month = aug,
  day = {5},
  keywords = {public,ranking,explainability},
  author+an = {1=self}
}

@inproceedings{DBLP:conf/webdb/StoyanovichJG16,
  author = {Stoyanovich, Julia and Jacob, Marie and Gong, Xuemei},
  editor = {Stoyanovich, Julia and Suchanek, Fabian M.},
  title = {Analyzing Crowd Rankings},
  booktitle = {Proceedings of the 18th International Workshop on Web and Databases,
                    Melbourne, VIC, Australia, May 31, 2015},
  pages = {41--47},
  keywords = {ranking},
  publisher = {{ACM}},
  year = {2015},
  url = {https://doi.org/10.1145/2767109.2767110},
  doi = {10.1145/2767109.2767110},
  timestamp = {Tue, 06 Nov 2018 16:58:14 +0100},
  biburl = {https://dblp.org/rec/conf/webdb/StoyanovichJG15.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{citp_2,
  author = {Stoyanovich, Julia and Howe, Bill},
  title = {Refining the Concept of a Nutritional Label for Data and Models},
  journal = {Freedom to Tinker, Center for Information Technology Policy, Princeton University},
  year = {2018},
  month = may,
  day = {3},
  keywords = {public,ranking,explainability},
}

@article{manifesto,
  author = {Abiteboul, Serge and Stoyanovich, Julia},
  title = {The Data, Responsibly Manifesto},
  year = {2015},
  month = nov,
  day = {20},
  keywords = {public,data},
  author+an = {2=self}
}

@inproceedings{hiringaudit,
  author = {Rhea, Alene K. and Markey, Kelsey and D'Arinzo, Lauren and Schellmann, Hilke and Sloane, Mona and Squires, Paul and Stoyanovich, Julia},
  year = {2022},
  booktitle = {Proceedings of the Fifth AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (AIES)},
  keywords = {conference,stab,audit,hiring},
}

@article{hiringaudit_journal,
  author = {Rhea, Alene K. and Markey, Kelsey and D'Arinzo, Lauren and Schellmann, Hilke and Sloane, Mona and Squires, Paul and {Arif Khan}, Falaah and Stoyanovich, Julia},
  title = {An External Stability Audit Framework to Test the Validity of Personality Prediction in AI Hiring},
  year = {2022},
  journal = {Data Mining and Knowledge Discovery, Special Issue on Bias and Fairness in AI},
  keywords = {journal,stab,audit,hiring},
}

@article{DBLP:journals/dgov/JagadishSH21,
  author = {Jagadish, H. V. and Stoyanovich, Julia and Howe, Bill},
  title = {{COVID-19} Brings Data Equity Challenges to the Fore},
  journal = {Digit. Gov. Res. Pract.},
  volume = {2},
  number = {2},
  pages = {24:1--24:7},
  year = {2021},
  doi = {10.1145/3440889},
  keywords = {journal,data,fairness},
}

@article{10.1145/3533379,
  author = {Zehlike, Meike and Yang, Ke and Stoyanovich, Julia},
  title = {Fairness in Ranking, Part I: Score-Based Ranking},
  journal = {{ACM} Computing Surveys},
  volume = {55},
  number = {6},
  pages = {118:1--118:36},
  year = {2023},
  doi = {10.1145/3533379},
  keywords = {journal,fair,ranking},
  author+an = {2=self;3=self},
}

@article{10.1145/3533380,
  author = {Zehlike, Meike and Yang, Ke and Stoyanovich, Julia},
  title = {Fairness in Ranking, Part II: Learning-to-Rank and Recommender Systems},
  journal = {{ACM} Computing Surveys},
  volume = {55},
  number = {6},
  pages = {117:1--117:41},
  year = {2023},
  doi = {10.1145/3533380},
  keywords = {journal,fair,ranking},
}

@inproceedings{DBLP:hilda20,
  author = {Yang, Ke and Huang, Biao and Stoyanovich, Julia and Schelter, Sebastian},
  title = {Fairness-Aware Instrumentation of Preprocessing~Pipelines for Machine Learning},
  booktitle = {Proceedings of the Workshop on Human-In-the-Loop Data Analytics, {HILDA} at {SIGMOD}},
  year = {2020},
  doi = {https://doi.org/10.1145/3398730.3399194},
  keywords = {workshop,data,fairness},
}

@inproceedings{cidr21,
  author = {Grafberger, Stefan and Stoyanovich, Julia and Schelter, Sebastian},
  title = {Lightweight Inspection of Data Preprocessing in~Native~Machine~Learning~Pipelines},
  booktitle = {{CIDR} 2021, 11th Conference on Innovative Data Systems Research, Online Proceedings},
  publisher = {www.cidrdb.org},
  year = {2021},
  keywords = {conference,data},
  author+an = {1=self;2=self}
}

@article{debull21,
  author = {Schelter, Sebastian and Stoyanovich, Julia},
  title = {Taming Technical Bias in Machine Learning Pipelines},
  journal = {{IEEE} Data Eng. Bull.},
  year = {2020},
  volume = {43},
  number = {4},
  keywords = {journal,data,fairness},
  author+an = {2=self},
}

@article{grafberger22,
  author = {Grafberger, Stefan and Groth, Paul and Stoyanovich, Julia and Schelter, Sebastian},
  year = {2021},
  title = {Data Distribution Debugging in Machine Learning Pipelines},
  journal = {The VLDB Journal — The International Journal on Very Large Data Bases (Special Issue on Data Science for Responsible Data Management},
  doi = {10.1007/s00778-021-00726-w},
  keywords = {journal,data},
  author+an = {3=self}
}

@inproceedings{forc21,
  author = {Yang, Ke and Loftus, Joshua and Stoyanovich, Julia},
  title = {Causal Intersectionality and Fair Ranking},
  booktitle = {Symposium on the Foundations of Responsible Computing {FORC}},
  year = {2021},
  doi = {10.4230/LIPIcs.FORC.2021.7},
  keywords = {conference,fair,ranking},
  author+an = {1=self;3=self}
}

@inproceedings{DBLP:conf/icdt/Stoyanovich21,
  author = {Stoyanovich, Julia},
  editor = {Yi, Ke and Wei, Zhewei},
  title = {Comparing Apples and Oranges: Fairness and Diversity in Ranking (Invited
                 Talk)},
  booktitle = {24th International Conference on Database Theory, {ICDT} 2021, March
                 23-26, 2021, Nicosia, Cyprus},
  series = {LIPIcs},
  volume = {186},
  pages = {2:1--2:1},
  publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
  year = {2021},
  doi = {10.4230/LIPIcs.ICDT.2021.2},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {invited,fairness,ranking},
  author+an = {1=self},
}

@article{DBLP:journals/cacm/StoyanovichAHJS22,
  author = {Stoyanovich, Julia and Abiteboul, Serge and Howe, Bill and Jagadish, H. V. and Schelter, Sebastian},
  title = {Responsible Data Management},
  journal = {Communications of the {ACM}},
  volume = {65},
  number = {6},
  pages = {64--74},
  year = {2022},
  doi = {10.1145/3488717},
  timestamp = {Wed, 25 May 2022 10:40:29 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {data},
  author+an = {1=self},
}

@inproceedings{DBLP:conf/dataed/Stoyanovich22,
  author = {Stoyanovich, Julia},
  editor = {Aivaloglou, Efthimia and Fletcher, George and Miedema, Daphne},
  title = {Teaching Responsible Data Science},
  booktitle = {Proceedings of the 1st {ACM} {SIGMOD} International Workshop on Data
                 Systems Education: Bridging Education Practice with Education Research,
                 DataEd@SIGMOD 2022, 17 June 2022, Philadelphia, PA, {USA}},
  pages = {4--9},
  publisher = {{ACM}},
  year = {2022},
  doi = {10.1145/3531072.3535318},
  timestamp = {Wed, 29 Jun 2022 12:08:29 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {invited,education},
}

@article{LewisStoyanovich21,
  author = {Lewis, Armanda and Stoyanovich, Julia},
  title = {Teaching Responsible Data Science},
  journal = {International Journal of Artificial Intelligence in Education (IJAIED)},
  volume = {32},
  number = {3},
  pages = {783--807},
  year = {2022},
  keywords = {journal,education,rds},
  addendum = {Special Issue: The FATE of AI in Education: Fairness, Accountability, Transparency, and Ethics},
  doi = {https://doi.org/10.1007/s40593-021-00241-7},
  site = {https://dataresponsibly.github.io/rds/},
}

@inproceedings{DBLP:conf/fat/BellSNS22,
  author = {Bell, Andrew and Solano{-}Kamaiko, Ian and Nov, Oded and Stoyanovich, Julia},
  title = {It's Just Not That Simple: An Empirical Study of the Accuracy-Explainability
                 Trade-off in Machine Learning for Public Policy},
  booktitle = {Proceedings of the 5th Annual {ACM} Conference on Fairness, Accountability, and
                 Transparency, {FAccT}},
  pages = {248--266},
  publisher = {{ACM}},
  year = {2022},
  doi = {10.1145/3531146.3533090},
  timestamp = {Wed, 22 Jun 2022 10:20:30 +0200},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {explainability,transparency,policy,governance,conference},
}

@inproceedings{DBLP:conf/chi/BellS24,
  author = {Bell, Andrew and Stoyanovich, Julia},
  editor = {Mueller, Florian 'Floyd' and Kyburz, Penny and Williamson, Julie R. and Sas, Corina},
  title = {Making Transparency Influencers: {A} Case Study of an Educational
                    Approach to Improve Responsible {AI} Practices in News and Media},
  booktitle = {Extended Abstracts of the {CHI} Conference on Human Factors in Computing
                    Systems, {CHI} {EA} 2024, Honolulu, HI, USA, May 11-16, 2024},
  pages = {523:1--523:8},
  publisher = {{ACM}},
  year = {2024},
  doi = {10.1145/3613905.3637113},
  timestamp = {Fri, 17 May 2024 21:42:37 +0200},
  biburl = {https://dblp.org/rec/conf/chi/BellS24.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  keywords = {explainability, transparency, policy,governance},
}

@article{doi:10.1177/20539517221099882,
  author = {McCosker, Anthony and Yao, Xiaofang and Albury, Kath and Maddox, Alexia and Farmer, Jane and Stoyanovich, Julia},
  title = {Developing data capability with non-profit organisations using participatory methods},
  journal = {Big Data \& Society},
  volume = {9},
  number = {1},
  pages = {20539517221099882},
  year = {2022},
  doi = {10.1177/20539517221099882},
  eprint = {https://doi.org/10.1177/20539517221099882},
  keywords = {journal,data,policy,governance},
}

@inproceedings{DBLP:conf/eaamo/ArifKhanMS22,
  author = {{Arif Khan}, Falaah and Manis, Eleni and Stoyanovich, Julia},
  title = {Towards Substantive Conceptions of Algorithmic Fairness: Normative
                    Guidance from Equal Opportunity Doctrines},
  booktitle = {Equity and Access in Algorithms, Mechanisms, and Optimization, {EAAMO}
                    2022, Arlington, VA, USA, October 6-9, 2022},
  pages = {18:1--18:10},
  publisher = {{ACM}},
  year = {2022},
  url = {https://doi.org/10.1145/3551624.3555303},
  doi = {10.1145/3551624.3555303},
  keywords = {conference, fairness}
}

@inproceedings{DBLP:conf/aaai/RosenblattSM24,
  author = {Rosenblatt, Lucas and Stoyanovich, Julia and Musco, Christopher},
  editor = {Wooldridge, Michael J. and Dy, Jennifer G. and Natarajan, Sriraam},
  title = {A Simple and Practical Method for Reducing the Disparate Impact of
                    Differential Privacy},
  booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence},
  pages = {21554--21562},
  publisher = {{AAAI} Press},
  year = {2024},
  url = {https://doi.org/10.1609/aaai.v38i19.30153},
  doi = {10.1609/AAAI.V38I19.30153},
  keywords = {fairness,privacy,conference},
  author+an = {1=self;2=self},
}

@inproceedings{DBLP:conf/sigmod/BellFS24,
  author = {Bell, Andrew and Fonseca, Jo{\~{a}}o and Stoyanovich, Julia},
  editor = {Barcel{\'{o}}, Pablo and Pi, Nayat S{\'{a}}nchez and Meliou, Alexandra and Sudarshan, S.},
  title = {The Game Of Recourse: Simulating Algorithmic Recourse over Time to
                    Improve Its Reliability and Fairness},
  booktitle = {Companion of the 2024 International Conference on Management of Data,
                    {SIGMOD/PODS} 2024, Santiago AA, Chile, June 9-15, 2024},
  pages = {464--467},
  publisher = {{ACM}},
  year = {2024},
  url = {https://doi.org/10.1145/3626246.3654742},
  doi = {10.1145/3626246.3654742},
  keywords = {fairness,conference,demo},
  author+an = {1=self;2=self;3=self},
}

@article{DBLP:journals/corr/abs-2302-04525,
  author = {Khan, Falaah Arif and Herasymuk, Denys and Stoyanovich, Julia},
  title = {On Fairness and Stability: Is Estimator Variance a Friend or a Foe?},
  journal = {CoRR},
  volume = {abs/2302.04525},
  year = {2023},
  doi = {10.48550/arXiv.2302.04525},
  eprinttype = {arXiv},
  eprint = {2302.04525},
  keywords = {working,fairness,stability,RAIforUkraine},
}