Distributed implementations of dependency discovery algorithms
Summary: Distributed dependency discovery on big data reveals computation-communication tradeoffs in shared-nothing environments. Identifies six primitives in dependency pipelines, enabling design-space tradeoffs and communication-aware real-data validated implementations. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hemant Saxena (University of Waterloo)
- 2. Lukasz Golab (University of Waterloo)
- 3. Ihab F. Ilyas (University of Waterloo)
BibTeX Citation
@article{saxena_vldb19,
title = {{Distributed implementations of dependency discovery algorithms}},
author = {Saxena, Hemant and Golab, Lukasz and Ilyas, Ihab F.},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {11},
pages = {1624--1636},
doi = {10.14778/3342263.3342638},
url = {https://doi.org/10.14778/3342263.3342638},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,720 | Fast Incremental Discovery of Pointwise Order Dependencies | 2020 | VLDB | 5.794237e-05 |
| 7,982 | Fast Approximate Denial Constraint Discovery | 2023 | VLDB | 5.5138609e-05 |
| 9,427 | Discovering Top-k Rules using Subjective and Objective Criteria | 2023 | SIGMOD | 5.271035e-05 |
| 9,780 | Discovering Functional Dependencies through Hitting Set Enumeration | 2024 | SIGMOD | 5.2209769e-05 |
| 9,923 | Efficient Differential Dependency Discovery | 2024 | VLDB | 5.1955087e-05 |
| 10,111 | Parallel Rule Discovery from Large Datasets by Sampling | 2022 | SIGMOD | 5.1347137e-05 |
| 10,812 | Discovering Approximate Inclusion Dependencies | 2025 | VLDB | 5.093636e-05 |
| 10,848 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB | 5.093636e-05 |
| 11,221 | Mixed Covers of Keys and Functional Dependencies for Maintaining the Integrity of Data under Updates | 2024 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 376 | Discovering Denial Constraints | 2013 | VLDB | 0.00019677674 |
| 618 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015711835 |
| 729 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014539421 |
| 1,741 | Efficient Denial Constraint Discovery with Hydra | 2018 | VLDB | 9.8755846e-05 |
| 2,893 | Distributed Data Deduplication | 2016 | VLDB | 7.983961e-05 |
| 4,454 | Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization | 2017 | VLDB | 6.6929626e-05 |
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