Adaptive Execution of Variable-Accuracy Functions

Summary: VAOs expose compute-accuracy tradeoffs for modeling UDFs, letting queries stop at the needed precision. Prototype on financial queries over real bond data shows adaptive, cost-aware evaluation in common operators. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9469
Venue: VLDB
Year: 2006
Pagerank: 4.6459438e-05
Overall Rank: 7,806 | 45.70%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Matthew Denny
2. Michael J. Franklin

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,433	Supporting User-Defined Functions on Uncertain Data	2013	VLDB	4.514792e-05

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 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
139	Predicate Migration: Optimizing Queries with Expensive Predicates	1993	SIGMOD	0.00042299329
142	TelegraphCQ: Continuous Dataflow Processing for an Uncertain World	2003	CIDR	0.00041725802
194	Query Processing, Resource Management, and Approximation in a Data Stream Management System	2003	CIDR	0.00035426067
205	Monitoring Streams – A New Class of Data Management Applications	2002	VLDB	0.00034731577
244	Continuously Adaptive Continuous Queries over Streams	2002	SIGMOD	0.00031066222
467	Evaluating Probabilistic Queries over Imprecise Data	2003	SIGMOD	0.00022443768
477	Model-Driven Data Acquisition in Sensor Networks	2004	VLDB	0.00022221803
703	Query Execution Techniques for Caching Expensive Methods	1996	SIGMOD	0.00017916705
1,003	Adaptive Filters for Continuous Queries over Distributed Data Streams	2003	SIGMOD	0.00014698435
1,772	Optimizing Disjunctive Queries with Expensive Predicates	1994	SIGMOD	0.0001061019
1,773	Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data	2000	VLDB	0.00010609478
2,556	Probabilistic Optimization of Top N Queries	1999	VLDB	8.5465733e-05
2,860	Optimization of Queries with User-defined Predicates	1996	VLDB	7.9934503e-05
4,407	Filtering with Approximate Predicates	1998	VLDB	6.2133426e-05
12,535	Predicate Result Range Caching for Continuous Queries	2005	SIGMOD	4.1945683e-05

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