Capturing the Laws of (Data) Nature

Summary: Treat user-fitted statistical models as first-class DB artifacts to capture domain “laws” and data semantics beyond schemas. Use those models to drive physical storage layout and high-accuracy approximate query answering, demonstrated on an astronomy use case. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 278
Venue: CIDR
Year: 2015
Pagerank: 5.093636e-05
Overall Rank: 12,096 | 17.02%
DOI: -

Incoming Non-self Citations Over Time

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

Authors

1. Hannes Mhleisen (Centrum Wiskunde & Informatica)
2. Martin Kersten (Centrum Wiskunde & Informatica)
3. Stefan Manegold (Centrum Wiskunde & Informatica)

BibTeX Citation

@inproceedings{mhleisen_cidr15,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '15},
        title = {{Capturing the Laws of (Data) Nature}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Mhleisen, Hannes and Kersten, Martin and Manegold, Stefan},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,820	A Database System with Amnesia	2017	CIDR	6.0761631e-05

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
100	LEO - DB2's LEarning Optimizer	2001	VLDB	0.00034385207
136	Join Synopses for Approximate Query Answering	1999	SIGMOD	0.00030123303
149	New Sampling-Based Summary Statistics for Improving Approximate Query Answers	1998	SIGMOD	0.00029226907
408	MauveDB: Supporting Model-based User Views in Database Systems	2006	SIGMOD	0.00019008806
435	Histogram-Based Approximation of Set-Valued Query Answers	1999	VLDB	0.000185063
1,367	H2O: A Hands-free Adaptive Store	2014	SIGMOD	0.00011014419
1,437	Querying Continuous Functions in a Database System	2008	SIGMOD	0.00010790718
1,582	SciBORQ: Scientific data management with Bounds On Runtime and Quality	2011	CIDR	0.00010295367
2,177	The Case for Predictive Database Systems: Opportunities and Challenges	2011	CIDR	9.0159844e-05
2,611	SPARTAN: A Model-Based Semantic Compression System for Massive Data Tables	2001	SIGMOD	8.34729e-05
4,295	Meet Charles, big data query advisor	2013	CIDR	6.7780208e-05

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