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ORCIDBibTeX records: Babak Salimi
@article{DBLP:journals/debu/ZhuS24,
author = {Jiongli Zhu and
Babak Salimi},
title = {Overcoming Data Biases: Towards Enhanced Accuracy and Reliability
in Machine Learning},
journal = {{IEEE} Data Eng. Bull.},
volume = {47},
number = {1},
pages = {18--35},
year = {2024},
url = {http://sites.computer.org/debull/A24mar/p18.pdf},
timestamp = {Tue, 23 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/debu/ZhuS24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-02372,
author = {Alireza Pirhadi and
Mohammad Hossein Moslemi and
Alexander Cloninger and
Mostafa Milani and
Babak Salimi},
title = {OTClean: Data Cleaning for Conditional Independence Violations using
Optimal Transport},
journal = {CoRR},
volume = {abs/2403.02372},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.02372},
doi = {10.48550/ARXIV.2403.02372},
eprinttype = {arXiv},
eprint = {2403.02372},
timestamp = {Tue, 02 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-02372.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-11332,
author = {Seyedeh Baharan Khatami and
Harsh Parikh and
Haowei Chen and
Sudeepa Roy and
Babak Salimi},
title = {Graph Neural Network based Double Machine Learning Estimator of Network
Causal Effects},
journal = {CoRR},
volume = {abs/2403.11332},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.11332},
doi = {10.48550/ARXIV.2403.11332},
eprinttype = {arXiv},
eprint = {2403.11332},
timestamp = {Mon, 08 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-11332.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/YoungmannCSZ23,
author = {Brit Youngmann and
Michael J. Cafarella and
Babak Salimi and
Anna Zeng},
title = {Causal Data Integration},
journal = {Proc. {VLDB} Endow.},
volume = {16},
number = {10},
pages = {2659--2665},
year = {2023},
url = {https://www.vldb.org/pvldb/vol16/p2659-youngmann.pdf},
doi = {10.14778/3603581.3603602},
timestamp = {Mon, 23 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/YoungmannCSZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/ZhuGSS23,
author = {Jiongli Zhu and
Sainyam Galhotra and
Nazanin Sabri and
Babak Salimi},
title = {Consistent Range Approximation for Fair Predictive Modeling},
journal = {Proc. {VLDB} Endow.},
volume = {16},
number = {11},
pages = {2925--2938},
year = {2023},
url = {https://www.vldb.org/pvldb/vol16/p2925-zhu.pdf},
doi = {10.14778/3611479.3611498},
timestamp = {Mon, 23 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/ZhuGSS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/YoungmannCMS23,
author = {Brit Youngmann and
Michael J. Cafarella and
Yuval Moskovitch and
Babak Salimi},
title = {On Explaining Confounding Bias},
booktitle = {39th {IEEE} International Conference on Data Engineering, {ICDE} 2023,
Anaheim, CA, USA, April 3-7, 2023},
pages = {1846--1859},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICDE55515.2023.00144},
doi = {10.1109/ICDE55515.2023.00144},
timestamp = {Thu, 27 Jul 2023 14:59:05 +0200},
biburl = {https://dblp.org/rec/conf/icde/YoungmannCMS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/ShenHGGGRS23,
author = {Fangzhu Shen and
Kayvon Heravi and
Oscar Gomez and
Sainyam Galhotra and
Amir Gilad and
Sudeepa Roy and
Babak Salimi},
title = {Causal What-If and How-To Analysis Using HypeR},
booktitle = {39th {IEEE} International Conference on Data Engineering, {ICDE} 2023,
Anaheim, CA, USA, April 3-7, 2023},
pages = {3663--3666},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ICDE55515.2023.00293},
doi = {10.1109/ICDE55515.2023.00293},
timestamp = {Thu, 27 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icde/ShenHGGGRS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sacmat/RayTVMARKRSSV023,
author = {Indrajit Ray and
Bhavani Thuraisingham and
Jaideep Vaidya and
Sharad Mehrotra and
Vijayalakshmi Atluri and
Indrakshi Ray and
Murat Kantarcioglu and
Ramesh Raskar and
Babak Salimi and
Steve Simske and
Nalini Venkatasubramanian and
Vivek K. Singh},
editor = {Silvio Ranise and
Roberto Carbone and
Daniel Takabi},
title = {{SAFE-PASS:} Stewardship, Advocacy, Fairness and Empowerment in Privacy,
Accountability, Security, and Safety for Vulnerable Groups},
booktitle = {Proceedings of the 28th {ACM} Symposium on Access Control Models and
Technologies, {SACMAT} 2023, Trento, Italy, June 7-9, 2023},
pages = {145--155},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3589608.3593830},
doi = {10.1145/3589608.3593830},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sacmat/RayTVMARKRSSV023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/YoungmannCMS23,
author = {Brit Youngmann and
Michael J. Cafarella and
Yuval Moskovitch and
Babak Salimi},
editor = {Sudipto Das and
Ippokratis Pandis and
K. Sel{\c{c}}uk Candan and
Sihem Amer{-}Yahia},
title = {{NEXUS:} On Explaining Confounding Bias},
booktitle = {Companion of the 2023 International Conference on Management of Data,
{SIGMOD/PODS} 2023, Seattle, WA, USA, June 18-23, 2023},
pages = {171--174},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3555041.3589728},
doi = {10.1145/3555041.3589728},
timestamp = {Thu, 15 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/YoungmannCMS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-08741,
author = {Brit Youngmann and
Michael J. Cafarella and
Babak Salimi and
Anna Zeng},
title = {Causal Data Integration},
journal = {CoRR},
volume = {abs/2305.08741},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.08741},
doi = {10.48550/ARXIV.2305.08741},
eprinttype = {arXiv},
eprint = {2305.08741},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-08741.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigmod/KumarDGPSV22,
author = {Arun Kumar and
Alin Deutsch and
Amarnath Gupta and
Yannis Papakonstantinou and
Babak Salimi and
Victor Vianu},
title = {Database Education at {UC} San Diego},
journal = {{SIGMOD} Rec.},
volume = {51},
number = {3},
pages = {43--46},
year = {2022},
url = {https://doi.org/10.1145/3572751.3572763},
doi = {10.1145/3572751.3572763},
timestamp = {Fri, 20 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sigmod/KumarDGPSV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/PradhanLGS22,
author = {Romila Pradhan and
Aditya Lahiri and
Sainyam Galhotra and
Babak Salimi},
title = {Explainable {AI:} Foundations, Applications, Opportunities for Data
Management Research},
booktitle = {38th {IEEE} International Conference on Data Engineering, {ICDE} 2022,
Kuala Lumpur, Malaysia, May 9-12, 2022},
pages = {3209--3212},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ICDE53745.2022.00300},
doi = {10.1109/ICDE53745.2022.00300},
timestamp = {Fri, 05 Aug 2022 16:24:00 +0200},
biburl = {https://dblp.org/rec/conf/icde/PradhanLGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rweb/RoyS22,
author = {Sudeepa Roy and
Babak Salimi},
editor = {Leopoldo E. Bertossi and
Guohui Xiao},
title = {Causal Inference in Data Analysis with Applications to Fairness and
Explanations},
booktitle = {Reasoning Web. Causality, Explanations and Declarative Knowledge -
18th International Summer School 2022, Berlin, Germany, September
27-30, 2022, Tutorial Lectures},
series = {Lecture Notes in Computer Science},
volume = {13759},
pages = {105--131},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-31414-8\_3},
doi = {10.1007/978-3-031-31414-8\_3},
timestamp = {Wed, 24 May 2023 15:19:58 +0200},
biburl = {https://dblp.org/rec/conf/rweb/RoyS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/IslamFMS22,
author = {Maliha Tashfia Islam and
Anna Fariha and
Alexandra Meliou and
Babak Salimi},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {Through the Data Management Lens: Experimental Analysis and Evaluation
of Fair Classification},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {232--246},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3517841},
doi = {10.1145/3514221.3517841},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/IslamFMS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/PradhanZGS22,
author = {Romila Pradhan and
Jiongli Zhu and
Boris Glavic and
Babak Salimi},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {Interpretable Data-Based Explanations for Fairness Debugging},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {247--261},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3517886},
doi = {10.1145/3514221.3517886},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/PradhanZGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/GalhotraGRS22,
author = {Sainyam Galhotra and
Amir Gilad and
Sudeepa Roy and
Babak Salimi},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {HypeR: Hypothetical Reasoning With What-If and How-To Queries Using
a Probabilistic Causal Approach},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {1598--1611},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3526149},
doi = {10.1145/3514221.3526149},
timestamp = {Tue, 14 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/GalhotraGRS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/ZhuPGS22,
author = {Jiongli Zhu and
Romila Pradhan and
Boris Glavic and
Babak Salimi},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {Generating Interpretable Data-Based Explanations for Fairness Debugging
using Gopher},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {2433--2436},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3520170},
doi = {10.1145/3514221.3520170},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/ZhuPGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/PradhanLGS22,
author = {Romila Pradhan and
Aditya Lahiri and
Sainyam Galhotra and
Babak Salimi},
editor = {Zachary G. Ives and
Angela Bonifati and
Amr El Abbadi},
title = {Explainable {AI:} Foundations, Applications, Opportunities for Data
Management Research},
booktitle = {{SIGMOD} '22: International Conference on Management of Data, Philadelphia,
PA, USA, June 12 - 17, 2022},
pages = {2452--2457},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3514221.3522564},
doi = {10.1145/3514221.3522564},
timestamp = {Tue, 14 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/PradhanLGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-14692,
author = {Sainyam Galhotra and
Amir Gilad and
Sudeepa Roy and
Babak Salimi},
title = {HypeR: Hypothetical Reasoning With What-If and How-To Queries Using
a Probabilistic Causal Approach},
journal = {CoRR},
volume = {abs/2203.14692},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.14692},
doi = {10.48550/ARXIV.2203.14692},
eprinttype = {arXiv},
eprint = {2203.14692},
timestamp = {Mon, 04 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-14692.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05257,
author = {Kamran Alipour and
Aditya Lahiri and
Ehsan Adeli and
Babak Salimi and
Michael J. Pazzani},
title = {Explaining Image Classifiers Using Contrastive Counterfactuals in
Generative Latent Spaces},
journal = {CoRR},
volume = {abs/2206.05257},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05257},
doi = {10.48550/ARXIV.2206.05257},
eprinttype = {arXiv},
eprint = {2206.05257},
timestamp = {Tue, 12 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05257.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07087,
author = {Aditya Lahiri and
Kamran Alipour and
Ehsan Adeli and
Babak Salimi},
title = {Combining Counterfactuals With Shapley Values To Explain Image Models},
journal = {CoRR},
volume = {abs/2206.07087},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07087},
doi = {10.48550/ARXIV.2206.07087},
eprinttype = {arXiv},
eprint = {2206.07087},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07087.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-02943,
author = {Brit Youngmann and
Michael J. Cafarella and
Yuval Moskovitch and
Babak Salimi},
title = {On Explaining Confounding Bias},
journal = {CoRR},
volume = {abs/2210.02943},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.02943},
doi = {10.48550/ARXIV.2210.02943},
eprinttype = {arXiv},
eprint = {2210.02943},
timestamp = {Fri, 07 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-02943.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-10839,
author = {Jiongli Zhu and
Nazanin Sabri and
Sainyam Galhotra and
Babak Salimi},
title = {Crab: Learning Certifiably Fair Predictive Models in the Presence
of Selection Bias},
journal = {CoRR},
volume = {abs/2212.10839},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2212.10839},
doi = {10.48550/ARXIV.2212.10839},
eprinttype = {arXiv},
eprint = {2212.10839},
timestamp = {Wed, 04 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2212-10839.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/WangGPS21,
author = {Paul Y. Wang and
Sainyam Galhotra and
Romila Pradhan and
Babak Salimi},
title = {Demonstration of Generating Explanations for Black-Box Algorithms
Using Lewis},
journal = {Proc. {VLDB} Endow.},
volume = {14},
number = {12},
pages = {2787--2790},
year = {2021},
url = {http://www.vldb.org/pvldb/vol14/p2787-wang.pdf},
doi = {10.14778/3476311.3476345},
timestamp = {Thu, 21 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/WangGPS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/GalhotraPS21,
author = {Sainyam Galhotra and
Romila Pradhan and
Babak Salimi},
editor = {Guoliang Li and
Zhanhuai Li and
Stratos Idreos and
Divesh Srivastava},
title = {Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals},
booktitle = {{SIGMOD} '21: International Conference on Management of Data, Virtual
Event, China, June 20-25, 2021},
pages = {577--590},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3448016.3458455},
doi = {10.1145/3448016.3458455},
timestamp = {Mon, 21 Jun 2021 11:48:16 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/GalhotraPS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-11972,
author = {Sainyam Galhotra and
Romila Pradhan and
Babak Salimi},
title = {Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals},
journal = {CoRR},
volume = {abs/2103.11972},
year = {2021},
url = {https://arxiv.org/abs/2103.11972},
eprinttype = {arXiv},
eprint = {2103.11972},
timestamp = {Wed, 24 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-11972.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-10591,
author = {Amir Gilad and
Harsh Parikh and
Babak Salimi and
Sudeepa Roy},
title = {Detecting Treatment Effect Modifiers in Social Networks},
journal = {CoRR},
volume = {abs/2105.10591},
year = {2021},
url = {https://arxiv.org/abs/2105.10591},
eprinttype = {arXiv},
eprint = {2105.10591},
timestamp = {Mon, 31 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-10591.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-09745,
author = {Romila Pradhan and
Jiongli Zhu and
Boris Glavic and
Babak Salimi},
title = {Interpretable Data-Based Explanations for Fairness Debugging},
journal = {CoRR},
volume = {abs/2112.09745},
year = {2021},
url = {https://arxiv.org/abs/2112.09745},
eprinttype = {arXiv},
eprint = {2112.09745},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-09745.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/KayaliSS20,
author = {Moe Kayali and
Babak Salimi and
Dan Suciu},
title = {Demonstration of Inferring Causality from Relational Databases with
CaRL},
journal = {Proc. {VLDB} Endow.},
volume = {13},
number = {12},
pages = {2985--2988},
year = {2020},
url = {http://www.vldb.org/pvldb/vol13/p2985-kayali.pdf},
doi = {10.14778/3415478.3415525},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pvldb/KayaliSS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigmod/SalimiHS20,
author = {Babak Salimi and
Bill Howe and
Dan Suciu},
title = {Database Repair Meets Algorithmic Fairness},
journal = {{SIGMOD} Rec.},
volume = {49},
number = {1},
pages = {34--41},
year = {2020},
url = {https://doi.org/10.1145/3422648.3422657},
doi = {10.1145/3422648.3422657},
timestamp = {Tue, 06 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigmod/SalimiHS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SalimiPKGRS20,
author = {Babak Salimi and
Harsh Parikh and
Moe Kayali and
Lise Getoor and
Sudeepa Roy and
Dan Suciu},
editor = {David Maier and
Rachel Pottinger and
AnHai Doan and
Wang{-}Chiew Tan and
Abdussalam Alawini and
Hung Q. Ngo},
title = {Causal Relational Learning},
booktitle = {Proceedings of the 2020 International Conference on Management of
Data, {SIGMOD} Conference 2020, online conference [Portland, OR, USA],
June 14-19, 2020},
pages = {241--256},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3318464.3389759},
doi = {10.1145/3318464.3389759},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/SalimiPKGRS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/KenigMPSS20,
author = {Batya Kenig and
Pranay Mundra and
Guna Prasaad and
Babak Salimi and
Dan Suciu},
editor = {David Maier and
Rachel Pottinger and
AnHai Doan and
Wang{-}Chiew Tan and
Abdussalam Alawini and
Hung Q. Ngo},
title = {Mining Approximate Acyclic Schemes from Relations},
booktitle = {Proceedings of the 2020 International Conference on Management of
Data, {SIGMOD} Conference 2020, online conference [Portland, OR, USA],
June 14-19, 2020},
pages = {297--312},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3318464.3380573},
doi = {10.1145/3318464.3380573},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/KenigMPSS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-03644,
author = {Babak Salimi and
Harsh Parikh and
Moe Kayali and
Sudeepa Roy and
Lise Getoor and
Dan Suciu},
title = {Causal Relational Learning},
journal = {CoRR},
volume = {abs/2004.03644},
year = {2020},
url = {https://arxiv.org/abs/2004.03644},
eprinttype = {arXiv},
eprint = {2004.03644},
timestamp = {Tue, 14 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-03644.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/debu/SalimiHS19,
author = {Babak Salimi and
Bill Howe and
Dan Suciu},
title = {Data Management for Causal Algorithmic Fairness},
journal = {{IEEE} Data Eng. Bull.},
volume = {42},
number = {3},
pages = {24--35},
year = {2019},
url = {http://sites.computer.org/debull/A19sept/p24.pdf},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/debu/SalimiHS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SalimiRHS19,
author = {Babak Salimi and
Luke Rodriguez and
Bill Howe and
Dan Suciu},
editor = {Peter A. Boncz and
Stefan Manegold and
Anastasia Ailamaki and
Amol Deshpande and
Tim Kraska},
title = {Interventional Fairness: Causal Database Repair for Algorithmic Fairness},
booktitle = {Proceedings of the 2019 International Conference on Management of
Data, {SIGMOD} Conference 2019, Amsterdam, The Netherlands, June 30
- July 5, 2019},
pages = {793--810},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3299869.3319901},
doi = {10.1145/3299869.3319901},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/SalimiRHS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-08283,
author = {Babak Salimi and
Luke Rodriguez and
Bill Howe and
Dan Suciu},
title = {Capuchin: Causal Database Repair for Algorithmic Fairness},
journal = {CoRR},
volume = {abs/1902.08283},
year = {2019},
url = {http://arxiv.org/abs/1902.08283},
eprinttype = {arXiv},
eprint = {1902.08283},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1902-08283.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1908-07924,
author = {Babak Salimi and
Bill Howe and
Dan Suciu},
title = {Data Management for Causal Algorithmic Fairness},
journal = {CoRR},
volume = {abs/1908.07924},
year = {2019},
url = {http://arxiv.org/abs/1908.07924},
eprinttype = {arXiv},
eprint = {1908.07924},
timestamp = {Mon, 26 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1908-07924.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-12933,
author = {Batya Kenig and
Pranay Mundra and
Guna Prasaad and
Babak Salimi and
Dan Suciu},
title = {Mining Approximate Acyclic Schemes from Relations},
journal = {CoRR},
volume = {abs/1911.12933},
year = {2019},
url = {http://arxiv.org/abs/1911.12933},
eprinttype = {arXiv},
eprint = {1911.12933},
timestamp = {Fri, 05 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-12933.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/SalimiCLGS18,
author = {Babak Salimi and
Corey Cole and
Peter Li and
Johannes Gehrke and
Dan Suciu},
title = {HypDB: {A} Demonstration of Detecting, Explaining and Resolving Bias
in {OLAP} queries},
journal = {Proc. {VLDB} Endow.},
volume = {11},
number = {12},
pages = {2062--2065},
year = {2018},
url = {http://www.vldb.org/pvldb/vol11/p2062-salimi.pdf},
doi = {10.14778/3229863.3236260},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pvldb/SalimiCLGS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SalimiGS18,
author = {Babak Salimi and
Johannes Gehrke and
Dan Suciu},
editor = {Gautam Das and
Christopher M. Jermaine and
Philip A. Bernstein},
title = {Bias in {OLAP} Queries: Detection, Explanation, and Removal},
booktitle = {Proceedings of the 2018 International Conference on Management of
Data, {SIGMOD} Conference 2018, Houston, TX, USA, June 10-15, 2018},
pages = {1021--1035},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3183713.3196914},
doi = {10.1145/3183713.3196914},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/SalimiGS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vldb/RodriguezSPSH18,
author = {Luke Rodriguez and
Babak Salimi and
Haoyue Ping and
Julia Stoyanovich and
Bill Howe},
editor = {Jonice Oliveira and
Claudio M. de Farias and
Esther Pacitti and
Giancarlo Fortino},
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},
timestamp = {Tue, 29 Jan 2019 13:55:45 +0100},
biburl = {https://dblp.org/rec/conf/vldb/RodriguezSPSH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-04562,
author = {Babak Salimi and
Johannes Gehrke and
Dan Suciu},
title = {HypDB: Detect, Explain And Resolve Bias in {OLAP}},
journal = {CoRR},
volume = {abs/1803.04562},
year = {2018},
url = {http://arxiv.org/abs/1803.04562},
eprinttype = {arXiv},
eprint = {1803.04562},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1803-04562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-07151,
author = {Luke Rodriguez and
Babak Salimi and
Haoyue Ping and
Julia Stoyanovich and
Bill Howe},
title = {MobilityMirror: Bias-Adjusted Transportation Datasets},
journal = {CoRR},
volume = {abs/1808.07151},
year = {2018},
url = {http://arxiv.org/abs/1808.07151},
eprinttype = {arXiv},
eprint = {1808.07151},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-07151.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijar/BertossiS17,
author = {Leopoldo E. Bertossi and
Babak Salimi},
title = {Causes for query answers from databases: Datalog abduction, view-updates,
and integrity constraints},
journal = {Int. J. Approx. Reason.},
volume = {90},
pages = {226--252},
year = {2017},
url = {https://doi.org/10.1016/j.ijar.2017.07.010},
doi = {10.1016/J.IJAR.2017.07.010},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijar/BertossiS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mst/BertossiS17,
author = {Leopoldo E. Bertossi and
Babak Salimi},
title = {From Causes for Database Queries to Repairs and Model-Based Diagnosis
and Back},
journal = {Theory Comput. Syst.},
volume = {61},
number = {1},
pages = {191--232},
year = {2017},
url = {https://doi.org/10.1007/s00224-016-9718-9},
doi = {10.1007/S00224-016-9718-9},
timestamp = {Wed, 26 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mst/BertossiS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/SalimiCPS17,
author = {Babak Salimi and
Corey Cole and
Dan R. K. Ports and
Dan Suciu},
title = {ZaliQL: Causal Inference from Observational Data at Scale},
journal = {Proc. {VLDB} Endow.},
volume = {10},
number = {12},
pages = {1957--1960},
year = {2017},
url = {http://www.vldb.org/pvldb/vol10/p1957-salimi.pdf},
doi = {10.14778/3137765.3137818},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pvldb/SalimiCPS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/GudmundsdottirS17,
author = {Helga Gudmundsdottir and
Babak Salimi and
Magdalena Balazinska and
Dan R. K. Ports and
Dan Suciu},
editor = {Semih Salihoglu and
Wenchao Zhou and
Rada Chirkova and
Jun Yang and
Dan Suciu},
title = {A Demonstration of Interactive Analysis of Performance Measurements
with Viska},
booktitle = {Proceedings of the 2017 {ACM} International Conference on Management
of Data, {SIGMOD} Conference 2017, Chicago, IL, USA, May 14-19, 2017},
pages = {1707--1710},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3035918.3056448},
doi = {10.1145/3035918.3056448},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/sigmod/GudmundsdottirS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-02536,
author = {Sudeepa Roy and
Babak Salimi},
title = {A Framework for Inferring Causality from Multi-Relational Observational
Data using Conditional Independence},
journal = {CoRR},
volume = {abs/1708.02536},
year = {2017},
url = {http://arxiv.org/abs/1708.02536},
eprinttype = {arXiv},
eprint = {1708.02536},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-02536.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/flairs/SalimiB16,
author = {Babak Salimi and
Leopoldo E. Bertossi},
editor = {Zdravko Markov and
Ingrid Russell},
title = {Causes for Query Answers from Databases, Datalog Abduction and View-Updates:
The Presence of Integrity Constraints},
booktitle = {Proceedings of the Twenty-Ninth International Florida Artificial Intelligence
Research Society Conference, {FLAIRS} 2016, Key Largo, Florida, USA,
May 16-18, 2016},
pages = {674--679},
publisher = {{AAAI} Press},
year = {2016},
url = {http://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS16/paper/view/12915},
timestamp = {Wed, 26 Oct 2022 08:35:12 +0200},
biburl = {https://dblp.org/rec/conf/flairs/SalimiB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/tapp/SalimiBSB16,
author = {Babak Salimi and
Leopoldo E. Bertossi and
Dan Suciu and
Guy Van den Broeck},
editor = {Sarah Cohen Boulakia},
title = {Quantifying Causal Effects on Query Answering in Databases},
booktitle = {8th {USENIX} Workshop on the Theory and Practice of Provenance, TaPP
2016, Washington, D.C., USA, June 8-9, 2016},
publisher = {{USENIX} Association},
year = {2016},
url = {https://www.usenix.org/conference/tapp16/workshop-program/presentation/salimi},
timestamp = {Tue, 02 Feb 2021 08:04:57 +0100},
biburl = {https://dblp.org/rec/conf/tapp/SalimiBSB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiB16,
author = {Babak Salimi and
Leopoldo E. Bertossi},
title = {Causes for Query Answers from Databases, Datalog Abduction and View-Updates:
The Presence of Integrity Constraints},
journal = {CoRR},
volume = {abs/1602.06458},
year = {2016},
url = {http://arxiv.org/abs/1602.06458},
eprinttype = {arXiv},
eprint = {1602.06458},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiBSB16,
author = {Babak Salimi and
Leopoldo E. Bertossi and
Dan Suciu and
Guy Van den Broeck},
title = {Quantifying Causal Effects on Query Answering in Databases},
journal = {CoRR},
volume = {abs/1603.02705},
year = {2016},
url = {http://arxiv.org/abs/1603.02705},
eprinttype = {arXiv},
eprint = {1603.02705},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiBSB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiS16,
author = {Babak Salimi and
Dan Suciu},
title = {ZaliQL: {A} SQL-Based Framework for Drawing Causal Inference from
Big Data},
journal = {CoRR},
volume = {abs/1609.03540},
year = {2016},
url = {http://arxiv.org/abs/1609.03540},
eprinttype = {arXiv},
eprint = {1609.03540},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BertossiS16,
author = {Leopoldo E. Bertossi and
Babak Salimi},
title = {Causes for Query Answers from Databases: Datalog Abduction, View-Updates,
and Integrity Constraints},
journal = {CoRR},
volume = {abs/1611.01711},
year = {2016},
url = {http://arxiv.org/abs/1611.01711},
eprinttype = {arXiv},
eprint = {1611.01711},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BertossiS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdt/SalimiB15,
author = {Babak Salimi and
Leopoldo E. Bertossi},
editor = {Marcelo Arenas and
Mart{\'{\i}}n Ugarte},
title = {From Causes for Database Queries to Repairs and Model-Based Diagnosis
and Back},
booktitle = {18th International Conference on Database Theory, {ICDT} 2015, March
23-27, 2015, Brussels, Belgium},
series = {LIPIcs},
volume = {31},
pages = {342--362},
publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik},
year = {2015},
url = {https://doi.org/10.4230/LIPIcs.ICDT.2015.342},
doi = {10.4230/LIPICS.ICDT.2015.342},
timestamp = {Tue, 11 Feb 2020 15:52:14 +0100},
biburl = {https://dblp.org/rec/conf/icdt/SalimiB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/SalimiB15,
author = {Babak Salimi and
Leopoldo E. Bertossi},
editor = {Ricardo Silva and
Ilya Shpitser and
Robin J. Evans and
Jonas Peters and
Tom Claassen},
title = {Query-Answer Causality in Databases: Abductive Diagnosis and View
Updates},
booktitle = {Proceedings of the {UAI} 2015 Workshop on Advances in Causal Inference
co-located with the 31st Conference on Uncertainty in Artificial Intelligence
{(UAI} 2015), Amsterdam, The Netherlands, July 16, 2015},
series = {{CEUR} Workshop Proceedings},
volume = {1504},
pages = {76--85},
publisher = {CEUR-WS.org},
year = {2015},
url = {https://ceur-ws.org/Vol-1504/uai2015aci\_paper7.pdf},
timestamp = {Fri, 18 Aug 2023 09:31:07 +0200},
biburl = {https://dblp.org/rec/conf/uai/SalimiB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiB15,
author = {Babak Salimi and
Leopoldo E. Bertossi},
title = {Query-Answer Causality in Databases: Abductive Diagnosis and View-Updates},
journal = {CoRR},
volume = {abs/1506.04299},
year = {2015},
url = {http://arxiv.org/abs/1506.04299},
eprinttype = {arXiv},
eprint = {1506.04299},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiB15a,
author = {Babak Salimi and
Leopoldo E. Bertossi},
title = {From Causes for Database Queries to Repairs and Model-Based Diagnosis
and Back},
journal = {CoRR},
volume = {abs/1507.00257},
year = {2015},
url = {http://arxiv.org/abs/1507.00257},
eprinttype = {arXiv},
eprint = {1507.00257},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiB15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amw/BertossiS14,
author = {Leopoldo E. Bertossi and
Babak Salimi},
editor = {Georg Gottlob and
Jorge P{\'{e}}rez},
title = {Causality in Databases, Database Repairs, and Consistency-Based Diagnosis
(extended abstract)},
booktitle = {Proceedings of the 8th Alberto Mendelzon Workshop on Foundations of
Data Management, Cartagena de Indias, Colombia, June 4-6, 2014},
series = {{CEUR} Workshop Proceedings},
volume = {1189},
publisher = {CEUR-WS.org},
year = {2014},
url = {https://ceur-ws.org/Vol-1189/paper\_36.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:19 +0100},
biburl = {https://dblp.org/rec/conf/amw/BertossiS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiB14,
author = {Babak Salimi and
Leopoldo E. Bertossi},
title = {Causality in Databases: The Diagnosis and Repair Connections},
journal = {CoRR},
volume = {abs/1404.6857},
year = {2014},
url = {http://arxiv.org/abs/1404.6857},
eprinttype = {arXiv},
eprint = {1404.6857},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BertossiS14,
author = {Leopoldo E. Bertossi and
Babak Salimi},
title = {Unifying Causality, Diagnosis, Repairs and View-Updates in Databases},
journal = {CoRR},
volume = {abs/1405.4228},
year = {2014},
url = {http://arxiv.org/abs/1405.4228},
eprinttype = {arXiv},
eprint = {1405.4228},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BertossiS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SalimiB14a,
author = {Babak Salimi and
Leopoldo E. Bertossi},
title = {From Causes for Database Queries to Repairs and Model-Based Diagnosis
and Back},
journal = {CoRR},
volume = {abs/1412.4311},
year = {2014},
url = {http://arxiv.org/abs/1412.4311},
eprinttype = {arXiv},
eprint = {1412.4311},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SalimiB14a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccad/RajskiTS90,
author = {Janusz Rajski and
Jerzy Tyszer and
Babak Salimi},
title = {On the Diagnostic Resolution of Signature Analysis},
booktitle = {{IEEE/ACM} International Conference on Computer-Aided Design, {ICCAD}
1990, Santa Clara, CA, USA, November 11-15, 1990. Digest of Technical
Papers},
pages = {364--367},
publisher = {{IEEE} Computer Society},
year = {1990},
url = {https://doi.org/10.1109/ICCAD.1990.129926},
doi = {10.1109/ICCAD.1990.129926},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccad/RajskiTS90.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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