STAR: Self-Tuning Aggregation for Scalable Monitoring

Summary: STAR: self-tuning precision for continuous aggregates in distributed streams; workload-aware optimization minimizes inter-node communication under a fixed error budget. Hierarchical error distribution guided by update rate and variance with cost-benefit throttling; prototype demonstrates reduced network load while preserving accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 9645
Venue: VLDB
Year: 2007
Pagerank: 4.456315e-05
Overall Rank: 8,770 | 38.99%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
12,220	Processing Continuous Join Queries in Sensor Networks: a Filtering Approach	2010	SIGMOD	4.1945683e-05

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
43	Models and Issues in Data Stream Systems	2002	PODS	0.00072723062
115	Eddies: Continuously Adaptive Query Processing	2000	SIGMOD	0.00046221215
323	Gigascope: A Stream Database for Network Applications	2003	SIGMOD	0.00027492196
412	Querying the Internet with PIER	2003	VLDB	0.00023905489
745	Distributed Top-K Monitoring	2003	SIGMOD	0.00017330487
1,003	Adaptive Filters for Continuous Queries over Distributed Data Streams	2003	SIGMOD	0.00014698435
1,043	Adaptive Ordering of Pipelined Stream Filters	2004	SIGMOD	0.00014476247
1,045	Adaptive Stream Resource Management Using Kalman Filters	2004	SIGMOD	0.00014472777
1,640	Communication-Efficient Distributed Monitoring of Thresholded Counts	2006	SIGMOD	0.0001104808
1,773	Offering a Precision-Performance Tradeoff for Aggregation Queries over Replicated Data	2000	VLDB	0.00010609478
2,808	A Robust, Optimization-Based Approach for Approximate Answering of Aggregate Queries	2001	SIGMOD	8.0870741e-05
5,342	Cache-and-Query for Wide Area Sensor Databases	2003	SIGMOD	5.5581569e-05

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Overall Rank	Paper	Year	Venue	Pagerank
8,495	Prediction-Based Geometric Monitoring Over Distributed Data Streams	2012	SIGMOD	4.4984289e-05
7,334	Streaming in a Connected World: Querying and Tracking Distributed Data Streams	2007	SIGMOD	4.7604215e-05
7,699	Sketch-based Geometric Monitoring of Distributed Stream Queries	2013	VLDB	4.6746076e-05
2,931	Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles	2005	SIGMOD	7.8697258e-05
9,019	STAR: A Distributed Stream Warehouse System for Spatial Data	2020	SIGMOD	4.4082606e-05
7,617	Optimizing Star Queries In A Distributed Database System	1984	VLDB	4.6945188e-05
745	Distributed Top-K Monitoring	2003	SIGMOD	0.00017330487
1,392	Sketching Streams Through the Net: Distributed Approximate Query Tracking	2005	VLDB	0.00012229045
11,853	Scalable Approximate Query Tracking over Highly Distributed Data Streams	2016	SIGMOD	4.1945683e-05
1,003	Adaptive Filters for Continuous Queries over Distributed Data Streams	2003	SIGMOD	0.00014698435