Causality and Explanations in Databases
Summary: Survey/tutorial on causality and explanations in data management, bridging databases and AI. Proposes a unified framework, surveys theory and applications, and links causality to provenance, deletion propagation, why-not queries, and OLAP; outlines future DB research. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Alexandra Meliou (University of Massachusetts Amherst)
- 2. Sudeepa Roy (University of Washington)
- 3. Dan Suciu (University of Washington)
BibTeX Citation
@article{meliou_vldb14,
title = {{Causality and Explanations in Databases}},
author = {Meliou, Alexandra and Roy, Sudeepa and Suciu, Dan},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {13},
pages = {1715--1718},
doi = {10.14778/2733004.2733059},
url = {https://doi.org/10.14778/2733004.2733059},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 28 of 28 citing papers.
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 191 | Scorpion: Explaining Away Outliers in Aggregate Queries | 2013 | VLDB | 0.00026096009 |
| 1,694 | PerfXplain: Debugging MapReduce Job Performance | 2012 | VLDB | 9.9953156e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,548 | ExplainIt! - A Declarative Root-cause Analysis Engine for Time Series Data | 2019 | SIGMOD |
| 2 | 2,195 | Explaining Query Answers with Explanation-Ready Databases | 2016 | VLDB |
| 3 | 1,198 | Overview of Data Exploration Techniques | 2015 | SIGMOD |
| 4 | 10,958 | What If: Causal Analysis with Graph Databases | 2025 | VLDB |
| 5 | 5,396 | Putting Things into Context: Rich Explanations for Query Answers using Join Graphs | 2021 | SIGMOD |
| 6 | 6,932 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD |
| 7 | 10,709 | CausalExplain: Causal Explanations of Black-box Models with Training Data Subsets | 2025 | SIGMOD |
| 8 | 663 | A Formal Approach to Finding Explanations for Database Queries | 2014 | SIGMOD |
| 9 | 5,054 | Explainable AI: Foundations, Applications, Opportunities for Data Management Research | 2022 | SIGMOD |
| 10 | 6,576 | Toward Interpretable and Actionable Data Analysis with Explanations and Causality | 2022 | VLDB |