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GeCo: Quality Counterfactual Explanations in Real Time


Jan 05, 2021
Maximilian Schleich, Zixuan Geng, Yihong Zhang, Dan Suciu

* 13 pages, 7 figures, 3 tables, 3 algorithms 

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On the Tractability of SHAP Explanations


Sep 18, 2020
Guy Van den Broeck, Anton Lykov, Maximilian Schleich, Dan Suciu


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Causal Relational Learning


Apr 07, 2020
Babak Salimi, Harsh Parikh, Moe Kayali, Sudeepa Roy, Lise Getoor, Dan Suciu


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Causality-based Explanation of Classification Outcomes


Mar 15, 2020
Leopoldo Bertossi, Jordan Li, Maximilian Schleich, Dan Suciu, Zografoula Vagena

* 15 pages, 5 figures, 1 table 

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Mosaic: A Sample-Based Database System for Open World Query Processing


Jan 10, 2020
Laurel Orr, Samuel Ainsworth, Walter Cai, Kevin Jamieson, Magda Balazinska, Dan Suciu

* CIDR 2020 

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Data Management for Causal Algorithmic Fairness


Oct 01, 2019
Babak Salimi, Bill Howe, Dan Suciu

* arXiv admin note: text overlap with arXiv:1902.08283 

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Capuchin: Causal Database Repair for Algorithmic Fairness


Feb 26, 2019
Babak Salimi, Luke Rodriguez, Bill Howe, Dan Suciu


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ZaliQL: A SQL-Based Framework for Drawing Causal Inference from Big Data


Sep 13, 2016
Babak Salimi, Dan Suciu


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Dissociation and Propagation for Approximate Lifted Inference with Standard Relational Database Management Systems


Jun 14, 2016
Wolfgang Gatterbauer, Dan Suciu

* 33 pages, 27 figures, pre-print for VLDBJ full version of arXiv:1412.1069 [PVLDB 8(5):629-640, 2015: "Approximate lifted inference with probabilistic databases", http://www.vldb.org/pvldb/vol8/p629-gatterbauer.pdf ]. Former working title: "Dissociation and Propagation for Efficient Query Evaluation over Probabilistic Databases" 

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Symmetric Weighted First-Order Model Counting


Jun 01, 2015
Paul Beame, Guy Van den Broeck, Eric Gribkoff, Dan Suciu

* To appear at PODS'15 

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Approximate Lifted Inference with Probabilistic Databases


Dec 02, 2014
Wolfgang Gatterbauer, Dan Suciu

* 12 pages, 5 figures, pre-print for a paper appearing in VLDB 2015. arXiv admin note: text overlap with arXiv:1310.6257 

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Oblivious Bounds on the Probability of Boolean Functions


Sep 21, 2014
Wolfgang Gatterbauer, Dan Suciu

* Pre-print for ACM Transactions on Database Systems, January 2014, Vol 39, No 1, Article 5 
* 34 pages, 14 figures, supersedes: http://arxiv.org/abs/1105.2813 

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Understanding the Complexity of Lifted Inference and Asymmetric Weighted Model Counting


Jul 29, 2014
Eric Gribkoff, Guy Van den Broeck, Dan Suciu


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Lower Bounds for Exact Model Counting and Applications in Probabilistic Databases


Sep 26, 2013
Paul Beame, Jerry Li, Sudeepa Roy, Dan Suciu

* Appears in Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI2013) 

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The Complexity of Causality and Responsibility for Query Answers and non-Answers


Sep 30, 2011
Alexandra Meliou, Wolfgang Gatterbauer, Katherine F. Moore, Dan Suciu

* 15 pages, 12 figures, PVLDB 2011 

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Optimal Upper and Lower Bounds for Boolean Expressions by Dissociation


May 13, 2011
Wolfgang Gatterbauer, Dan Suciu

* 7 pages, 2 figures; for details see the project page: http://LaPushDB.com/ 

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Data Conflict Resolution Using Trust Mappings


Dec 15, 2010
Wolfgang Gatterbauer, Dan Suciu

* Full version of SIGMOD 2010 conference paper, pp. 219-230 
* 20 pages, 19 figures 

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Believe It or Not: Adding Belief Annotations to Databases


Dec 30, 2009
Wolfgang Gatterbauer, Magdalena Balazinska, Nodira Khoussainova, Dan Suciu

* Full version of: VLDB 2009 conference version; PVLDB 2(1):1-12 (2009) 
* 17 pages, 10 figures 

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Why so? or Why no? Functional Causality for Explaining Query Answers


Dec 29, 2009
Alexandra Meliou, Wolfgang Gatterbauer, Katherine F. Moore, Dan Suciu

* 18 pages, 15 figures 

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