A Native Extension of SQL for Mining Data Streams
Summary: A native SQL extension, ESL, enables stream mining within SQL-based continuous queries with Turing-complete expressive power. It weaves DSMS primitives (windows, buffers, load shedding, indexing) into SQL, avoiding cache mining and adding aggregates, UDFs, approximate queries, concept-drift classifiers, and GUI visualization. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Authors
- 1. Chang Luo (University of California Los Angeles)
- 2. Hetal Thakkar (University of California Los Angeles)
- 3. Haixun Wang (IBM)
- 4. Carlo Zaniolo (University of California Los Angeles)
BibTeX Citation
@inproceedings{luo_sigmod05,
title = {{A Native Extension of SQL for Mining Data Streams}},
author = {Luo, Chang and Thakkar, Hetal and Wang, Haixun and Zaniolo, Carlo},
series = {{SIGMOD} '05},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1066157.1066271},
url = {https://dl.acm.org/doi/10.1145/1066157.1066271},
year = {2005}
}
Incoming Citations (Sorted by Pagerank)
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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 |
|---|---|---|---|---|
| 25 | NiagaraCQ: A Scalable Continuous Query System for Internet Databases | 2000 | SIGMOD | 0.00054667018 |
| 26 | Models and Issues in Data Stream Systems | 2002 | PODS | 0.00052982574 |
| 167 | Monitoring Streams – A New Class of Data Management Applications | 2002 | VLDB | 0.0002757283 |
| 193 | Continuously Adaptive Continuous Queries over Streams | 2002 | SIGMOD | 0.00025964286 |
| 980 | Integrating Association Rule Mining with Relational Database Systems: Alternatives and Implications | 1998 | SIGMOD | 0.00012844074 |
| 4,925 | Query Languages and Data Models for Database Sequences and Data Streams | 2004 | VLDB | 6.442888e-05 |
| 9,516 | Using SQL to Build New Aggregates and Extenders for Object-Relational Systems | 2000 | VLDB | 5.2567112e-05 |
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