CAPE: Explaining Outliers by Counterbalancing
Summary: Explains surprising aggregation outcomes by counterbalancing with opposite-direction outliers. Defines coarse aggregate regression patterns (ARPs) and presents an efficient algorithm to surface counterbalances as explanations. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zhengjie Miao
- 2. Qitian Zeng
- 3. Chenjie Li
- 4. Boris Glavic
- 5. Oliver Kennedy
- 6. Sudeepa Roy
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,918 | Banzhaf Values for Facts in Query Answering | 2024 | SIGMOD | 5.2688869e-05 |
| 6,565 | Toward Interpretable and Actionable Data Analysis with Explanations and Causality | 2022 | VLDB | 5.0033542e-05 |
| 9,697 | ExTuNe: Explaining Tuple Non-conformance | 2020 | SIGMOD | 4.2981069e-05 |
| 9,708 | Outlier Summarization via Human Interpretable Rules | 2024 | VLDB | 4.2951473e-05 |
| 10,029 | Outliers: The Good, the Bad and the Ugly | 2026 | SIGMOD | 4.1905499e-05 |
| 10,269 | Database Views as Explanations for Relational Deep Learning | 2026 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 31 | Provenance Semirings | 2007 | PODS | 0.00078516827 |
| 213 | Scorpion: Explaining Away Outliers in Aggregate Queries | 2013 | VLDB | 0.0003371037 |
| 943 | A Formal Approach to Finding Explanations for Database Queries | 2014 | SIGMOD | 0.00015140995 |
| 5,192 | Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances | 2019 | SIGMOD | 5.6324589e-05 |
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