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Provenance for Aggregate Queries

Summary: Shows semiring tuple annotations fail for aggregate queries; proposes value-level provenance that annotates individual attribute values to record how aggregate results are computed. Gives constructions for simple (aggregation-last) and general positive RA with aggregation, and studies semantics including an encoding of difference. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h2320844365ebe4f0
Venue
PODS
Year
2011
Pagerank
0.00013713646
Overall Rank
811 | 94.57%
DOI
10.1145/1989284.1989302

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{amsterdamer_pods11,
        address = {New York, NY, USA},
        series = {{PODS} '11},
        title = {{Provenance for Aggregate Queries}},
        url = {https://dl.acm.org/doi/10.1145/1989284.1989302},
        doi = {10.1145/1989284.1989302},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Amsterdamer, Yael and Deutch, Daniel and Tannen, Val},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 50 citing papers.

Rank Citing Paper Year Venue Pagerank
1,055 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.0001225364
1,776 Putting Lipstick on Pig: Enabling Database-style Workflow Provenance 2012 VLDB 9.6661217e-05
1,822 ProvSQL: Provenance and Probability Management in PostgreSQL 2018 VLDB 9.5464187e-05
1,953 Caravan: Provisioning for What-If Analysis 2013 CIDR 9.297314e-05
2,233 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.7844607e-05
2,427 The Semiring Framework for Database Provenance 2017 PODS 8.4673732e-05
2,473 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3984284e-05
2,497 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.365674e-05
2,847 Data Provenance at Internet Scale: Architecture, Experiences, and the Road Ahead 2017 CIDR 7.9235089e-05
4,196 Aggregation in Probabilistic Databases via Knowledge Compilation 2012 VLDB 6.7317801e-05
4,203 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.7255278e-05
4,742 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 6.4285195e-05
4,871 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.3583165e-05
4,943 Efficient Answering of Historical What-if Queries 2022 SIGMOD 6.3304729e-05
5,273 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.1887043e-05
5,556 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 6.0705311e-05
6,450 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 5.7635046e-05
6,718 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.6843134e-05
6,817 Snapshot Semantics for Temporal Multiset Relations 2019 VLDB 5.6592122e-05
7,230 Dataset Relationship Management 2019 CIDR 5.5636441e-05
7,252 Hypothetical Reasoning via Provenance Abstraction 2019 SIGMOD 5.5583413e-05
7,259 Labeling Workflow Views with Fine-Grained Dependencies 2012 VLDB 5.5575036e-05
7,932 Complaint-Driven Training Data Debugging at Interactive Speeds 2022 SIGMOD 5.4074941e-05
8,084 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.3751435e-05
8,338 Computing How-Provenance for SPARQL Queries via Query Rewriting 2021 VLDB 5.3356364e-05
8,375 FEDEX: An Explainability Framework for Data Exploration Steps 2022 VLDB 5.3280107e-05
8,425 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.3187951e-05
8,451 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 5.3148581e-05
8,505 Provenance-based Data Skipping 2022 VLDB 5.3126038e-05
8,882 Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms 2025 VLDB 5.2439934e-05
8,910 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 5.2369069e-05
8,967 Compact, Tamper-Resistant Archival of Fine-Grained Provenance 2021 VLDB 5.2356443e-05
9,090 Understanding Queries by Conditional Instances 2022 SIGMOD 5.2092307e-05
9,408 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD 5.1672232e-05
9,409 Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data 2023 VLDB 5.1672232e-05
9,436 Collaborative Access Control in WebdamLog 2015 SIGMOD 5.1646737e-05
9,630 Equivalence-Invariant Algebraic Provenance for Hyperplane Update Queries 2020 SIGMOD 5.1363807e-05
9,827 ProvCite: Provenance-based Data Citation 2019 VLDB 5.108228e-05
10,233 Evaluating Continuous Queries with Inconsistency Annotations 2025 VLDB 5.0432098e-05
10,288 PROPOLIS: Provisioned Analysis of Data-Centric Processes 2013 VLDB 5.0323262e-05
10,418 Evergreen: Efficient Claim Verification for Semantic Aggregates 2027 VLDB 4.9605343e-05
10,810 Database Views as Explanations for Relational Deep Learning 2026 VLDB 4.9605343e-05
11,165 Smallest Synthetic Witnesses for Conjunctive Queries 2025 PODS 4.9605343e-05
11,188 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 4.9605343e-05
11,211 CauSumX: Summarized Causal Explanations For Group-By-Average Queries 2025 SIGMOD 4.9605343e-05
11,508 SDEcho: Efficient Explanation of Aggregated Sequence Difference 2025 VLDB 4.9605343e-05
12,025 On Optimizing the Trade-off between Privacy and Utility in Data Provenance 2021 SIGMOD 4.9605343e-05
12,210 RATest: Explaining Wrong Relational Queries Using Small Examples 2019 SIGMOD 4.9605343e-05
12,552 A Provenance Framework for Data-Dependent Process Analysis 2014 VLDB 4.9605343e-05
12,631 On Scaling Up Sensitive Data Auditing 2013 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
17 Provenance Semirings 2007 PODS 0.00059660827
62 Maintaining Views Incrementally 1993 SIGMOD 0.00038944207
581 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.00016042765
624 On the Provenance of Non-Answers to Queries over Extracted Data 2008 VLDB 0.00015438077
979 Incremental Query Evaluation in a Ring of Databases 2010 PODS 0.00012697012
1,367 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00010878876
1,551 Conditioning Probabilistic Databases 2008 VLDB 0.00010257014
1,556 Update Exchange with Mappings and Provenance 2007 VLDB 0.00010232016
1,837 Querying Data Provenance 2010 SIGMOD 9.5210079e-05
2,015 Orchestra: Facilitating Collaborative Data Sharing 2007 SIGMOD 9.1743528e-05
3,373 Efficient Querying and Maintenance of Network Provenance at Internet-Scale 2010 SIGMOD 7.348575e-05
5,623 Annotated XML: Queries and Provenance 2008 PODS 6.045738e-05
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