RDFFrames: Knowledge Graph Access for Machine Learning Tools
Summary: RDFFrames provides a Python-centric, traversal-based data extraction bridge from RDF stores to ML workflows, translating imperative calls into compact SPARQL queries. It delivers tabular results with DB performance, addressing the mismatch between ML tooling and SPARQL's graph-pattern interface. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Aisha Mohamed (Hamad Bin Khalifa University; Qatar Computing Research Institute)
- 2. Ghadeer Abuoda (Hamad Bin Khalifa University; Qatar Computing Research Institute)
- 3. Abdurrahman Ghanem (Bluescape)
- 4. Zoi Kaoudi (Technical University of Berlin)
- 5. Ashraf Aboulnaga (Hamad Bin Khalifa University; Qatar Computing Research Institute)
BibTeX Citation
@article{mohamed_vldb20,
title = {{RDFFrames: Knowledge Graph Access for Machine Learning Tools}},
author = {Mohamed, Aisha and Abuoda, Ghadeer and Ghanem, Abdurrahman and Kaoudi, Zoi and Aboulnaga, Ashraf},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {12},
pages = {2889--2892},
doi = {10.14778/3415478.3415501},
url = {https://doi.org/10.14778/3415478.3415501},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 110 | Extensible/Rule Based Query Rewrite Optimization in Starburst | 1992 | SIGMOD | 0.0003309592 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 7,022 | SPARTex: A Vertex-Centric Framework for RDF Data Analytics | 2015 | VLDB |
| 2 | 3,422 | SPARQLByE: Querying RDF data by example | 2016 | VLDB |
| 3 | 9,149 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB |
| 4 | 859 | An Efficient SQL-based RDF Querying Scheme | 2005 | VLDB |
| 5 | 2,446 | Querying Semantic Web Data with SPARQL | 2011 | PODS |
| 6 | 9,339 | Efficient Exploration of Interesting Aggregates in RDF Graphs | 2021 | SIGMOD |
| 7 | 3,981 | Natural Language Question Answering over RDF — A Graph Data Driven Approach | 2014 | SIGMOD |
| 8 | 11,067 | Machine Learning for Graph Data Management and Query Processing | 2025 | VLDB |
| 9 | 13,624 | Natural Language Question Answering over RDF Data | 2013 | SIGMOD |
| 10 | 11,482 | Demonstration of SPARQL^ML: An Interfacing Language for Supporting Graph Machine Learning for RDF Graphs | 2023 | VLDB |