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Approximate Query Processing under Updates

Summary: Allowing small approximation yields an AQP algorithm that maintains any free-connex aggregation query in O(log n) amortized time per insertion-only update. Works in a general semiring (count/sum/avg/max/distinct), gives large practical speedups with 10% error, and logarithmic bounds for fully dynamic updates ruled out by lower bounds. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID
7356
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,049 | 30.10%
DOI
10.1145/3769760

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Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 Online Aggregation 1997 SIGMOD 0.0010801504
31 Provenance Semirings 2007 PODS 0.0007857786
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
481 Incremental Maintenance of Views with Duplicates 1995 SIGMOD 0.00022167223
583 FAQ: Questions Asked Frequently 2016 PODS 0.00019717214
586 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019685374
772 Answering Conjunctive Queries under Updates 2017 PODS 0.00016876498
1,056 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.0001441128
1,238 Incremental Query Evaluation in a Ring of Databases 2010 PODS 0.00013114581
1,259 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00012995821
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
2,169 AJAR: Aggregations and Joins over Annotated Relations 2016 PODS 9.3845975e-05
2,783 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1293383e-05
3,781 Trade-offs in Static and Dynamic Evaluation of Hierarchical Queries 2020 PODS 6.7723513e-05
4,197 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 6.367895e-05
4,417 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.2037371e-05
5,944 DBSP: Automatic Incremental View Maintenance for Rich Query Languages 2023 VLDB 5.2628186e-05
5,967 Change Propagation Without Joins 2023 VLDB 5.250976e-05
6,695 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 4.9582125e-05
8,437 Insert-Only versus Insert-Delete in Dynamic Query Evaluation 2024 PODS 4.5138778e-05
9,707 Towards Update-Dependent Analysis of Query Maintenance 2025 PODS 4.299267e-05
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