RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets
Summary: Introduces pertinent conditional inclusion dependencies (cinds) and RDFind, a scalable distributed system for discovering them in RDF data. Lazy pruning and aggressive parallelization drastically shrink the search space, delivering up to 419x speedup and enabling billions-of-triples RDF graphs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sebastian Kruse (Hasso Plattner Institute)
- 2. Anja Jentzsch (Hasso Plattner Institute)
- 3. Thorsten Papenbrock (Hasso Plattner Institute)
- 4. Zoi Kaoudi (Qatar Computing Research Institute)
- 5. Jorge-Arnulfo Quiané-Ruiz (Qatar Computing Research Institute)
- 6. Felix Naumann (Hasso Plattner Institute)
BibTeX Citation
@inproceedings{kruse_sigmod16,
title = {{RDFind: Scalable Conditional Inclusion Dependency Discovery in RDF Datasets}},
author = {Kruse, Sebastian and Jentzsch, Anja and Papenbrock, Thorsten and Kaoudi, Zoi and Quiané-Ruiz, Jorge-Arnulfo and Naumann, Felix},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2915206},
url = {https://dl.acm.org/doi/10.1145/2882903.2915206},
year = {2016}
}
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,432 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 7.288198e-05 |
| 8,715 | Knowledge Graph Exploration Systems: are we lost? | 2022 | CIDR | 5.2705676e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 29 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.00051028332 |
| 160 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00027775994 |
| 502 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017239652 |
| 883 | An Efficient SQL-based RDF Querying Scheme | 2005 | VLDB | 0.00013231297 |
| 1,297 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011118907 |
| 1,538 | On Multi-Column Foreign Key Discovery | 2010 | VLDB | 0.00010295575 |
| 2,013 | Building an Efficient RDF Store Over a Relational Database | 2013 | SIGMOD | 9.1778656e-05 |
| 4,264 | Divide & Conquer-based Inclusion Dependency Discovery | 2015 | VLDB | 6.6809569e-05 |
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