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ICICLES: Self-tuning Samples for Approximate Query Answering

Summary: ICICLES introduces self-tuning samples for approximate query answering. Tuples are sampled with workload-proportional probabilities, concentrating on regions that influence more queries to boost accuracy over uniform samples; theory and experiments validate the approach. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
8645
Venue
VLDB
Year
2000
Pagerank
0.00012502131
Overall Rank
1,335 | 90.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
308 Distinct Sampling for Highly-Accurate Answers to Distinct Values Queries and Event Reports 2001 VLDB 0.00028142852
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
1,204 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013319541
1,260 Dynamic Sample Selection for Approximate Query Processing 2003 SIGMOD 0.00012993347
1,443 Compressing SQL Workloads 2002 SIGMOD 0.00011947004
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,909 SciBORQ: Scientific data management with Bounds On Runtime and Quality 2011 CIDR 0.00010121304
2,368 Online Maintenance of Very Large Random Samples 2004 SIGMOD 8.9501526e-05
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
2,588 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4909562e-05
2,808 A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries 2001 SIGMOD 8.0870741e-05
3,651 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 6.8768678e-05
3,944 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 6.6078243e-05
4,287 Primitives for Workload Summarization and Implications for SQL 2003 VLDB 6.2891702e-05
4,681 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.0034918e-05
5,252 Error-bounded Sampling for Analytics on Big Sparse Data 2014 VLDB 5.6024389e-05
6,178 A Database System with Amnesia 2017 CIDR 5.1692384e-05
6,491 Robust Estimation With Sampling and Approximate Pre-Aggregation 2003 VLDB 5.0429323e-05
6,493 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.0424713e-05
6,740 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.944395e-05
8,474 Adaptive Index Structures 2002 VLDB 4.5029015e-05
10,497 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 4.1945683e-05
11,539 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 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
18 On Random Sampling over Joins 1999 SIGMOD 0.00092385438
184 New Sampling-Based Summary Statistics for Improving Approximate Query Answers 1998 SIGMOD 0.00036625711
211 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033981214
273 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00029390945
429 The Aqua Approximate Query Answering System 1999 SIGMOD 0.00023476494
1,887 Caching Multidimensional Queries Using Chunks 1998 SIGMOD 0.00010204659
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