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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
1543
Venue
PODS
Year
2011
Pagerank
0.00013890398
Overall Rank
806 | 94.48%
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 49 of 49 citing papers.

Rank Citing Paper Year Venue Pagerank
1,096 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012189583
1,786 Putting Lipstick on Pig: Enabling Database-style Workflow Provenance 2012 VLDB 9.7690421e-05
1,952 Caravan: Provisioning for What-If Analysis 2013 CIDR 9.4233049e-05
1,965 ProvSQL: Provenance and Probability Management in PostgreSQL 2018 VLDB 9.3852716e-05
2,195 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.9713779e-05
2,436 Computing Local Sensitivities of Counting Queries with Joins 2020 SIGMOD 8.5806427e-05
2,503 The Semiring Framework for Database Provenance 2017 PODS 8.4964654e-05
2,584 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3783546e-05
2,807 Data Provenance at Internet Scale: Architecture, Experiences, and the Road Ahead 2017 CIDR 8.1009158e-05
4,098 Aggregation in Probabilistic Databases via Knowledge Compilation 2012 VLDB 6.9035475e-05
4,130 PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models 2020 SIGMOD 6.8839621e-05
4,638 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 6.5919801e-05
4,759 Explaining Wrong Queries Using Small Examples 2019 SIGMOD 6.5207388e-05
4,805 Efficient Answering of Historical What-if Queries 2022 SIGMOD 6.5003306e-05
5,131 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 6.3537809e-05
5,396 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 6.2329373e-05
6,576 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.8364729e-05
6,657 Snapshot Semantics for Temporal Multiset Relations 2019 VLDB 5.8110609e-05
6,932 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 5.7362362e-05
7,065 Dataset Relationship Management 2019 CIDR 5.7123431e-05
7,089 Labeling Workflow Views with Fine-Grained Dependencies 2012 VLDB 5.7066232e-05
8,133 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.4813895e-05
8,184 FEDEX: An Explainability Framework for Data Exploration Steps 2022 VLDB 5.4709725e-05
8,260 Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds 2021 SIGMOD 5.4574671e-05
8,509 Hypothetical Reasoning via Provenance Abstraction 2019 SIGMOD 5.4120069e-05
8,688 Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms 2025 VLDB 5.3847009e-05
8,719 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 5.3774243e-05
8,859 Complaint-Driven Training Data Debugging at Interactive Speeds 2022 SIGMOD 5.356561e-05
8,889 Provenance-based Data Skipping 2022 VLDB 5.3512428e-05
8,970 Understanding Queries by Conditional Instances 2022 SIGMOD 5.3422757e-05
8,976 Computing How-Provenance for SPARQL Queries via Query Rewriting 2021 VLDB 5.3412433e-05
9,193 Query-Guided Resolution in Uncertain Databases 2023 SIGMOD 5.3058708e-05
9,194 Efficient Approximation of Certain and Possible Answers for Ranking and Window Queries over Uncertain Data 2023 VLDB 5.3058708e-05
9,226 Collaborative Access Control in WebdamLog 2015 SIGMOD 5.3027519e-05
9,289 Compact, Tamper-Resistant Archival of Fine-Grained Provenance 2021 VLDB 5.2912339e-05
9,416 Equivalence-Invariant Algebraic Provenance for Hyperplane Update Queries 2020 SIGMOD 5.2742007e-05
10,061 PROPOLIS: Provisioned Analysis of Data-Centric Processes 2013 VLDB 5.1659501e-05
10,077 ProvCite: Provenance-based Data Citation 2019 VLDB 5.1603976e-05
10,557 Database Views as Explanations for Relational Deep Learning 2026 VLDB 5.093636e-05
10,652 Smallest Synthetic Witnesses for Conjunctive Queries 2025 PODS 5.093636e-05
10,679 SHARQ: Explainability Framework for Association Rules on Relational Data 2025 SIGMOD 5.093636e-05
10,710 CauSumX: Summarized Causal Explanations For Group-By-Average Queries 2025 SIGMOD 5.093636e-05
10,818 Evaluating Continuous Queries with Inconsistency Annotations 2025 VLDB 5.093636e-05
11,098 SDEcho: Efficient Explanation of Aggregated Sequence Difference 2025 VLDB 5.093636e-05
11,109 FaDE: More Than a Million What-ifs Per Second 2025 VLDB 5.093636e-05
11,668 On Optimizing the Trade-off between Privacy and Utility in Data Provenance 2021 SIGMOD 5.093636e-05
11,861 RATest: Explaining Wrong Relational Queries Using Small Examples 2019 SIGMOD 5.093636e-05
12,212 A Provenance Framework for Data-Dependent Process Analysis 2014 VLDB 5.093636e-05
12,291 On Scaling Up Sensitive Data Auditing 2013 VLDB 5.093636e-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 0.00059843817
61 Maintaining Views Incrementally 1993 SIGMOD 0.00039026867
605 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.00015839628
628 On the Provenance of Non-Answers to Queries over Extracted Data 2008 VLDB 0.00015630285
960 Incremental Query Evaluation in a Ring of Databases 2010 PODS 0.00012945163
1,327 A Unified Approach to Ranking in Probabilistic Databases 2009 VLDB 0.00011141552
1,520 Conditioning Probabilistic Databases 2008 VLDB 0.00010510496
1,599 Update Exchange with Mappings and Provenance 2007 VLDB 0.00010241307
1,912 Querying Data Provenance 2010 SIGMOD 9.4946756e-05
2,026 Orchestra: Facilitating Collaborative Data Sharing 2007 SIGMOD 9.287998e-05
3,323 Efficient Querying and Maintenance of Network Provenance at Internet-Scale 2010 SIGMOD 7.5211754e-05
5,502 Annotated XML: Queries and Provenance 2008 PODS 6.1961339e-05
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