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Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances
Summary: Explains aggregation outliers via counterbalancing, moving beyond provenance; explanations are opposite-direction outliers to the observed anomaly. Introduces ARPs and efficient mining to generate data-driven explanations, validated empirically.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5597
- Venue
- SIGMOD
- Year
- 2019
- Pagerank
- 5.6378768e-05
- Overall Rank
- 5,191 | 63.89%
- DOI
-
10.1145/3299869.3300066
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 17 of 17 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 5,128 |
CAPE: Explaining Outliers by Counterbalancing |
2019 |
VLDB |
5.6758584e-05 |
| 5,313 |
XInsight: eXplainable Data Analysis Through The Lens of Causality |
2023 |
SIGMOD |
5.573009e-05 |
| 5,691 |
Putting Things into Context: Rich Explanations for Query Answers using Join Graphs |
2021 |
SIGMOD |
5.3684557e-05 |
| 5,916 |
Banzhaf Values for Facts in Query Answering |
2024 |
SIGMOD |
5.273953e-05 |
| 6,565 |
Toward Interpretable and Actionable Data Analysis with Explanations and Causality |
2022 |
VLDB |
5.0081626e-05 |
| 6,779 |
Explaining Inference Queries with Bayesian Optimization |
2021 |
VLDB |
4.9280116e-05 |
| 7,172 |
Summarized Causal Explanations For Aggregate Views |
2024 |
SIGMOD |
4.8114797e-05 |
| 8,388 |
FEDEX: An Explainability Framework for Data Exploration Steps |
2022 |
VLDB |
4.5297787e-05 |
| 8,853 |
Complaint-Driven Training Data Debugging at Interactive Speeds |
2022 |
SIGMOD |
4.4350727e-05 |
| 9,644 |
Fair and Actionable Causal Prescription Ruleset |
2025 |
SIGMOD |
4.3109001e-05 |
| 9,703 |
CaJaDE: Explaining Query Results by Augmenting Provenance with Context |
2022 |
VLDB |
4.3005882e-05 |
| 9,766 |
DPXPlain: Privately Explaining Aggregate Query Answers |
2023 |
VLDB |
4.2856106e-05 |
| 9,849 |
Reptile: Aggregation-level Explanations for Hierarchical Data |
2022 |
SIGMOD |
4.2721228e-05 |
| 10,147 |
Causal Explanations for Disparate Trends: Where and Why? |
2026 |
SIGMOD |
4.1945683e-05 |
| 10,740 |
Finding Convincing Views to Endorse a Claim |
2025 |
VLDB |
4.1945683e-05 |
| 10,875 |
SDEcho: Efficient Explanation of Aggregated Sequence Difference |
2025 |
VLDB |
4.1945683e-05 |
| 10,939 |
Relative Keys: Putting Feature Explanation into Context |
2024 |
SIGMOD |
4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 25 of 25 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 11 |
Implementing Data Cubes Efficiently |
1996 |
SIGMOD |
0.0011708144 |
| 31 |
Provenance Semirings |
2007 |
PODS |
0.0007857786 |
| 214 |
Scorpion: Explaining Away Outliers in Aggregate Queries |
2013 |
VLDB |
0.0003363692 |
| 247 |
On the Computation of Multidimensional Aggregates |
1996 |
VLDB |
0.00030927763 |
| 487 |
Why Not? |
2009 |
SIGMOD |
0.00022050218 |
| 652 |
On the Provenance of Non-Answers to Queries over Extracted Data |
2008 |
VLDB |
0.00018634477 |
| 767 |
Explaining differences in multidimensional aggregates |
1999 |
VLDB |
0.00016981309 |
| 942 |
A Formal Approach to Finding Explanations for Database Queries |
2014 |
SIGMOD |
0.00015155714 |
| 991 |
Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System |
2017 |
VLDB |
0.00014807273 |
| 1,000 |
Intelligent Rollups in Multidimensional OLAP Data |
2001 |
VLDB |
0.00014709252 |
| 1,047 |
Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms |
2015 |
VLDB |
0.00014459715 |
| 1,099 |
Interpretable and Informative Explanations of Outcomes |
2015 |
VLDB |
0.00014096312 |
| 1,106 |
Provenance for Aggregate Queries |
2011 |
PODS |
0.0001398766 |
| 1,119 |
The Complexity of Causality and Responsibility for Query Answers and non-Answers |
2011 |
VLDB |
0.0001386199 |
| 1,125 |
How to ConQueR Why-Not Questions |
2010 |
SIGMOD |
0.00013845652 |
| 1,371 |
Tiresias: The Database Oracle for How-To Queries |
2012 |
SIGMOD |
0.00012323502 |
| 1,534 |
PerfXplain: Debugging MapReduce Job Performance |
2012 |
VLDB |
0.00011468393 |
| 1,699 |
Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases |
2011 |
SIGMOD |
0.00010858983 |
| 2,251 |
Vizdom: Interactive Analytics through Pen and Touch |
2015 |
VLDB |
9.1986441e-05 |
| 2,562 |
Explaining Missing Answers to SPJUA Queries |
2010 |
VLDB |
8.5386194e-05 |
| 2,610 |
i3: Intelligent, Interactive Investigation of OLAP data cubes |
2000 |
SIGMOD |
8.4571036e-05 |
| 2,649 |
Explaining Query Answers with Explanation-Ready Databases |
2016 |
VLDB |
8.3719123e-05 |
| 2,790 |
Artemis: A System for Analyzing Missing Answers |
2009 |
VLDB |
8.1239026e-05 |
| 4,552 |
Outlier Detection for High Dimensional Data |
2001 |
SIGMOD |
6.0922282e-05 |
| 5,418 |
High-Level Why-Not Explanations using Ontologies |
2015 |
PODS |
5.5178123e-05 |
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