S2RDF: RDF Querying with SPARQL on Spark
Summary: ExtVP, a relational partitioning scheme with semi-join preprocessing, minimizes RDF query input across SPARQL patterns, acting like join indices for RDF. S2RDF on Spark uses SQL to run SPARQL over ExtVP, outperforming SPARQL-on-Hadoop approaches. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Alexander Schätzle (University of Freiburg)
- 2. Martin Przyjaciel-Zablocki (University of Freiburg)
- 3. Simon Skilevic (University of Freiburg)
- 4. Georg Lausen (University of Freiburg)
BibTeX Citation
@article{schatzle_vldb16,
title = {{S2RDF: RDF Querying with SPARQL on Spark}},
author = {Schätzle, Alexander and Przyjaciel-Zablocki, Martin and Skilevic, Simon and Lausen, Georg},
journal = {PVLDB},
series = {{VLDB} '16},
volume = {9},
number = {10},
pages = {804--815},
doi = {10.14778/2977797.2977800},
url = {https://doi.org/10.14778/2977797.2977800},
year = {2016}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,798 | A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data | 2017 | VLDB | 5.542286e-05 |
| 10,488 | R2O: A Dual-Layer Framework for Joint Rewriting and Ordering in Distributed Property Graph Query Optimization | 2026 | SIGMOD | 5.093636e-05 |
| 11,197 | Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing | 2024 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 24 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00054865648 |
| 366 | Scalable Semantic Web Data Management Using Vertical Partitioning | 2007 | VLDB | 0.00020039981 |
| 500 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB | 0.00017413839 |
| 542 | Hexastore: Sextuple Indexing for Semantic Web Data Management | 2008 | VLDB | 0.00016838296 |
| 1,963 | Building an Efficient RDF Store Over a Relational Database | 2013 | SIGMOD | 9.3915212e-05 |
| 2,287 | TriAD: A Distributed Shared-Nothing RDF Engine based on Asynchronous Message Passing | 2014 | SIGMOD | 8.8034872e-05 |
| 3,201 | Apples and Oranges: A Comparison of RDF Benchmarks and Real RDF Datasets | 2011 | SIGMOD | 7.6419269e-05 |
| 6,029 | DREAM: Distributed RDF Engine with Adaptive Query Planner and Minimal Communication | 2015 | VLDB | 6.0014798e-05 |
| 8,955 | From SPARQL to MapReduce: The Journey Using a Nested TripleGroup Algebra | 2011 | VLDB | 5.3457324e-05 |
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|---|---|---|---|---|
| 1 | 9,149 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB |
| 2 | 5,716 | Graph-Aware, Workload-Adaptive SPARQL Query Caching | 2015 | SIGMOD |
| 3 | 7,022 | SPARTex: A Vertex-Centric Framework for RDF Data Analytics | 2015 | VLDB |
| 4 | 1,979 | Scalable Join Processing on Very Large RDF Graphs | 2009 | SIGMOD |
| 5 | 12,130 | Evaluating SPARQL Queries on Massive RDF Datasets | 2015 | VLDB |
| 6 | 2,446 | Querying Semantic Web Data with SPARQL | 2011 | PODS |
| 7 | 7,798 | A Survey and Experimental Comparison of Distributed SPARQL Engines for Very Large RDF Data | 2017 | VLDB |
| 8 | 6,111 | Scaling Queries over Big RDF Graphs with Semantic Hash Partitioning | 2013 | VLDB |
| 9 | 7,489 | H2 RDF+: An Efficient Data Management System for Big RDF Graphs | 2014 | SIGMOD |
| 10 | 500 | Scalable SPARQL Querying of Large RDF Graphs | 2011 | VLDB |