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 |
|---|---|---|---|---|
| 3,422 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 7.3138834e-05 |
| 8,687 | Knowledge Graph Exploration Systems: are we lost? | 2022 | CIDR | 5.2905577e-05 |
Previous
Page 1 / 1
Next
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 | 0.0005121339 |
| 160 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00027837289 |
| 500 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017280722 |
| 882 | An Efficient SQL-based RDF Querying Scheme | 2005 | VLDB | 0.0001327793 |
| 1,291 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011156154 |
| 1,532 | On Multi-Column Foreign Key Discovery | 2010 | VLDB | 0.00010332696 |
| 1,999 | Building an Efficient RDF Store Over a Relational Database | 2013 | SIGMOD | 9.2123346e-05 |
| 4,246 | Divide & Conquer-based Inclusion Dependency Discovery | 2015 | VLDB | 6.7061689e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,607 | H2 RDF+: An Efficient Data Management System for Big RDF Graphs | 2014 | SIGMOD |
| 2 | 6,226 | Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning | 2013 | VLDB |
| 3 | 1,410 | A Distributed Graph Engine for Web Scale RDF Data | 2013 | VLDB |
| 4 | 12,205 | Efficient Exploration of Linked Data | 2018 | SIGMOD |
| 5 | 9,517 | Efficient Exploration of Interesting Aggregates in RDF Graphs | 2021 | SIGMOD |
| 6 | 882 | An Efficient SQL-based RDF Querying Scheme | 2005 | VLDB |
| 7 | 511 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB |
| 8 | 10,058 | Discovering Approximate Inclusion Dependencies | 2025 | VLDB |
| 9 | 2,026 | Scalable Join Processing on Very Large RDF Graphs | 2009 | SIGMOD |
| 10 | 4,246 | Divide & Conquer-based Inclusion Dependency Discovery | 2015 | VLDB |