Interactive Navigation of Open Data Linkages
Summary: Toronto Open Data Search enables ad hoc interactive discovery of linkages across datasets in the open data cloud. It uses LSH Ensemble to run real-time linkage queries over millions of datasets with a scalable backend and dynamic repository, enabling interactive joins. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Erkang Zhu (University of Toronto)
- 2. Ken Q. Pu (University of Ontario Institute of Technology)
- 3. Fatemeh Nargesian (University of Toronto)
- 4. Renée J. Miller (University of Toronto)
BibTeX Citation
@article{zhu_vldb17,
title = {{Interactive Navigation of Open Data Linkages}},
author = {Zhu, Erkang and Pu, Ken Q. and Nargesian, Fatemeh and Miller, Renée J.},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {12},
pages = {1837--1840},
doi = {10.14778/3137765.3137813},
url = {https://doi.org/10.14778/3137765.3137813},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 624 | Data Lake Management: Challenges and Opportunities | 2019 | VLDB | 0.00015479826 |
| 1,336 | Auctus: A Dataset Search Engine for Data Discovery and Augmentation | 2021 | VLDB | 0.00010988669 |
| 2,158 | Open Data Integration | 2018 | VLDB | 8.941016e-05 |
| 2,926 | Organizing Data Lakes for Navigation | 2020 | SIGMOD | 7.8442582e-05 |
| 4,159 | Integrating Data Lake Tables | 2023 | VLDB | 6.7717519e-05 |
| 5,401 | RONIN: Data Lake Exploration | 2021 | VLDB | 6.1462648e-05 |
| 12,150 | Top-k Queries over Digital Traces | 2019 | SIGMOD | 4.9793485e-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 |
|---|---|---|---|---|
| 717 | Finding Related Tables | 2012 | SIGMOD | 0.00014532116 |
| 1,318 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB | 0.00011047393 |
| 3,748 | Discovering Linkage Points over Web Data | 2013 | VLDB | 7.0530039e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 8,916 | LinkDB: A Probabilistic Linkage Database System | 2011 | SIGMOD |
| 2 | 7,762 | LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes | 2024 | VLDB |
| 3 | 12,402 | Demonstrating "Data Near Here": Scientific Data Search | 2015 | SIGMOD |
| 4 | 12,352 | On Measuring the Lattice of Commonalities Among Several Linked Datasets | 2016 | VLDB |
| 5 | 2,158 | Open Data Integration | 2018 | VLDB |
| 6 | 3,748 | Discovering Linkage Points over Web Data | 2013 | VLDB |
| 7 | 14,113 | Information Discovery in Loosely Integrated Data | 2007 | SIGMOD |
| 8 | 2,926 | Organizing Data Lakes for Navigation | 2020 | SIGMOD |
| 9 | 765 | Table Union Search on Open Data | 2018 | VLDB |
| 10 | 1,318 | LSH Ensemble: Internet-Scale Domain Search | 2016 | VLDB |