Data Lakes Empowered by Knowledge Graph Technologies
Summary: Platform to build schemas for diverse data lakes (CSV/JSON), capturing cardinality, types, and cross-file column similarity. Knowledge Graph encodes features; serialized as RDF* N-Triples with annotated predicates for similarity, provenance, and inference. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ahmed Helal (Concordia University)
BibTeX Citation
@inproceedings{helal_sigmod21,
title = {{Data Lakes Empowered by Knowledge Graph Technologies}},
author = {Helal, Ahmed},
series = {{SIGMOD} '21},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3448016.3450584},
url = {https://dl.acm.org/doi/10.1145/3448016.3450584},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,374 | GeoKGM: A Multimodal Large Language Model for Zero-Shot Knowledge Graph Completion in Geospatial Databases | 2026 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 779 | JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes | 2019 | SIGMOD | 0.00014092047 |
| 1,303 | Finding Related Tables in Data Lakes for Interactive Data Science | 2020 | SIGMOD | 0.0001123653 |
| 3,015 | Organizing Data Lakes for Navigation | 2020 | SIGMOD | 7.848843e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 10,023 | A Universal Question-Answering Platform for Knowledge Graphs | 2023 | SIGMOD |
| 2 | 11,045 | SDG-KG: A Framework to Compute SDG Indicators with Open Data | 2025 | VLDB |
| 3 | 4,687 | Knowledge Graphs 2021: A Data Odyssey | 2021 | VLDB |
| 4 | 4,372 | Schemaless and Structureless Graph Querying | 2014 | VLDB |
| 5 | 11,807 | RDFFrames: Knowledge Graph Access for Machine Learning Tools | 2020 | VLDB |
| 6 | 5,344 | Discovering Related Data At Scale | 2021 | VLDB |
| 7 | 8,520 | Knowledge Graph Exploration Systems: are we lost? | 2022 | CIDR |
| 8 | 9,339 | Efficient Exploration of Interesting Aggregates in RDF Graphs | 2021 | SIGMOD |
| 9 | 11,937 | CoreKG: a Knowledge Lake Service | 2018 | VLDB |
| 10 | 9,149 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB |