IQ: The Case for Iterative Querying for Knowledge
Summary: Argues for Iterative Querying (IQ): interactive query refinement and relaxation for knowledge-centric search over schema-less graph data, moving beyond single-shot SPARQL/keyword queries. Presents two instantiations—keyword+structural constraints and SPARQL extensions—and highlights open research challenges. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yosi Mass (Hebrew University; IBM)
- 2. Maya Ramanath (Max Planck Institute)
- 3. Yehoshua Sagiv (Hebrew University)
- 4. Gerhard Weikum (Max Planck Institute)
BibTeX Citation
@inproceedings{mass_cidr11,
address = {Amsterdam, Netherlands},
series = {{CIDR} '11},
title = {{IQ: The Case for Iterative Querying for Knowledge}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Mass, Yosi and Ramanath, Maya and Sagiv, Yehoshua and Weikum, Gerhard},
year = {2011}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,091 | Lenses: An On-Demand Approach to ETL | 2015 | VLDB | 5.8880755e-05 |
| 9,836 | Finding a Minimal Tree Pattern Under Neighborhood Constraints | 2011 | PODS | 5.1225638e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,565 | Keyword Proximity Search in Complex Data Graphs | 2008 | SIGMOD | 0.00010216262 |
| 2,882 | Expressive and Flexible Access to Web-Extracted Data: A Keyword-based Structured Query Language | 2010 | SIGMOD | 7.9108026e-05 |
| 4,555 | Extracting and Querying a Comprehensive Web Database | 2009 | CIDR | 6.5360312e-05 |
| 12,731 | Exploratory Keyword Search on Data Graphs | 2010 | SIGMOD | 4.9769913e-05 |
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