InsightNotes: Summary-Based Annotation Management in Relational Databases
Summary: InsightNotes provides a summary-based annotation management engine for relational DBs, building concise representations of large annotation corpora. A summary-aware query processor with creation, maintenance, and zoom-in optimizations delivers up to 100x speedups on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Dongqing Xiao (Worcester Polytechnic Institute)
- 2. Mohamed Y. Eltabakh (Worcester Polytechnic Institute)
BibTeX Citation
@inproceedings{xiao_sigmod14,
title = {{InsightNotes: Summary-Based Annotation Management in Relational Databases}},
author = {Xiao, Dongqing and Eltabakh, Mohamed Y.},
series = {{SIGMOD} '14},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2588555.2610501},
url = {https://dl.acm.org/doi/10.1145/2588555.2610501},
year = {2014}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,360 | Approximate Summaries for Why and Why-not Provenance | 2020 | VLDB | 5.9009081e-05 |
| 12,107 | Even Metadata is Getting Big: Annotation Summarization using InsightNotes | 2015 | SIGMOD | 5.093636e-05 |
| 12,121 | Proactive Annotation Management in Relational Databases | 2015 | SIGMOD | 5.093636e-05 |
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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 |
|---|---|---|---|---|
| 516 | Data Curation at Scale: The Data Tamer System | 2013 | CIDR | 0.00017171198 |
| 531 | An Annotation Management System for Relational Databases | 2004 | VLDB | 0.00017083233 |
| 620 | On Propagation of Deletions and Annotations Through Views | 2002 | PODS | 0.00015703409 |
| 907 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00013309819 |
| 1,571 | DBNotes: A Post-It System for Relational Databases based on Provenance | 2005 | SIGMOD | 0.00010330864 |
| 5,246 | Entity Extraction, Linking, Classification, and Tagging for Social Media: A Wikipedia-Based Approach | 2013 | VLDB | 6.3012556e-05 |
| 5,586 | Believe It or Not: Adding Belief Annotations to Databases | 2009 | VLDB | 6.1598576e-05 |
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