Database-support for Continuous Prediction Queries over Streaming Data

Summary: CPQs over streaming data with discrete Bayesian Networks; cost-based optimization using materialization, sharing, and model-specific techniques. Supports top-k and threshold high-probability queries; gains on real intrusion and monitoring workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h80a9ba374290c1fd
Venue: VLDB
Year: 2010
Pagerank: 4.9793485e-05
Overall Rank: 12,757 | 14.23%
DOI: 10.14778/1920841.1920861

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Mert Akdere (Brown University)
2. Uğur Çetintemel (Brown University)
3. Eli Upfal (Brown University)

BibTeX Citation

@article{akdere_vldb10,
        title = {{Database-support for Continuous Prediction Queries over Streaming Data}},
        author = {Akdere, Mert and Çetintemel, Uğur and Upfal, Eli},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {129--140},
        doi = {10.14778/1920841.1920861},
        url = {https://doi.org/10.14778/1920841.1920861},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,209	The Case for Predictive Database Systems: Opportunities and Challenges	2011	CIDR	8.8326479e-05

Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
27	Database Architecture Optimized for the New Bottleneck: Memory Access	1999	VLDB	0.0005158963
73	Including Group-By in Query Optimization	1994	VLDB	0.00037522101
3,565	Processing Forecasting Queries	2007	VLDB	7.2039591e-05
3,769	Optimizing MPF Queries: Decision Support and Probabilistic Inference	2007	SIGMOD	7.0301573e-05
8,449	Efficient Top-K Processing Over Query-Dependent Functions	2008	VLDB	5.3350162e-05

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