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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
7357
Venue
SIGMOD
Year
2026
Pagerank
4.1905499e-05
Overall Rank
10,049 | 30.16%
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 0.0010813443
31 Provenance Semirings 2007 PODS 0.00078516827
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
482 Incremental Maintenance of Views with Duplicates 1995 SIGMOD 0.00022145976
564 FAQ: Questions Asked Frequently 2016 PODS 0.00020002796
585 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019682634
770 Answering Conjunctive Queries under Updates 2017 PODS 0.0001686092
1,054 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.00014397587
1,231 Incremental Query Evaluation in a Ring of Databases 2010 PODS 0.00013141213
1,255 Aggregation and Ordering in Factorised Databases 2013 VLDB 0.00013011216
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
2,173 AJAR: Aggregations and Joins over Annotated Relations 2016 PODS 9.3767985e-05
2,781 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1282042e-05
3,785 Trade-offs in Static and Dynamic Evaluation of Hierarchical Queries 2020 PODS 6.7658346e-05
4,200 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 6.3618329e-05
4,413 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.1989918e-05
5,947 DBSP: Automatic Incremental View Maintenance for Rich Query Languages 2023 VLDB 5.2577662e-05
5,973 Change Propagation Without Joins 2023 VLDB 5.2459364e-05
6,699 Maintaining Acyclic Foreign-Key Joins under Updates 2020 SIGMOD 4.9534535e-05
8,428 Insert-Only versus Insert-Delete in Dynamic Query Evaluation 2024 PODS 4.5095504e-05
9,706 Towards Update-Dependent Analysis of Query Maintenance 2025 PODS 4.2951473e-05
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