Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization
Summary: Introduces a polynomial mapping of order dependencies (ODs) to a canonical form with sound, complete axioms. The resulting discovery algorithm is complete and minimal, exponential only in attributes and linear in tuples, achieving orders-of-magnitude gains over prior methods. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jaroslaw Szlichta (University of Ontario Institute of Technology)
- 2. Parke Godfrey (York University)
- 3. Lukasz Golab (University of Waterloo)
- 4. Mehdi Kargar (University of Windsor)
- 5. Divesh Srivastava (AT&T)
BibTeX Citation
@article{szlichta_vldb17,
title = {{Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization}},
author = {Szlichta, Jaroslaw and Godfrey, Parke and Golab, Lukasz and Kargar, Mehdi and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {7},
pages = {721--732},
doi = {10.14778/3067421.3067426},
url = {https://doi.org/10.14778/3067421.3067426},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,620 | Efficient Denial Constraint Discovery with Hydra | 2018 | VLDB | 0.00010050865 |
| 3,419 | Data Profiling – A Tutorial | 2017 | SIGMOD | 7.3175997e-05 |
| 4,845 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 6.3808938e-05 |
| 5,133 | Distributed implementations of dependency discovery algorithms | 2019 | VLDB | 6.2573449e-05 |
| 5,283 | Fast Approximate Denial Constraint Discovery | 2023 | VLDB | 6.1963542e-05 |
| 6,763 | Guided automated learning for query workload re-optimization | 2019 | VLDB | 5.6870172e-05 |
| 6,860 | Fast Incremental Discovery of Pointwise Order Dependencies | 2020 | VLDB | 5.6615714e-05 |
| 10,110 | Efficient Differential Dependency Discovery | 2024 | VLDB | 5.0765311e-05 |
| 11,262 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB | 4.9769913e-05 |
| 11,564 | Mixed Covers of Keys and Functional Dependencies for Maintaining the Integrity of Data under Updates | 2024 | VLDB | 4.9769913e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0023943337 |
| 350 | Discovering Denial Constraints | 2013 | VLDB | 0.00020244085 |
| 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00016879 |
| 725 | Fundamental Techniques for Order Optimization | 1996 | SIGMOD | 0.00014471289 |
| 728 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014436728 |
| 1,888 | Sequential Dependencies | 2009 | VLDB | 9.4276992e-05 |
| 3,825 | Applying Approximate Order Dependency to Reduce Indexing Space | 1982 | SIGMOD | 6.9995518e-05 |
| 3,866 | Optimizing Nested Queries with Parameter Sort Orders | 2005 | VLDB | 6.9590958e-05 |
| 6,173 | Fundamentals of Order Dependencies | 2012 | VLDB | 5.8595496e-05 |
| 6,427 | Expressiveness and Complexity of Order Dependencies | 2013 | VLDB | 5.7867997e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,972 | Discovery of Approximate (and Exact) Denial Constraints | 2020 | VLDB |
| 2 | 3,825 | Applying Approximate Order Dependency to Reduce Indexing Space | 1982 | SIGMOD |
| 3 | 642 | The Complexity of Querying Indefinite Data about Linearly Ordered Domains (Preliminary Version) | 1992 | PODS |
| 4 | 4,756 | On The Complexity And Axiomatizability Of Consistent Database States | 1984 | PODS |
| 5 | 209 | Dependency Inference | 1987 | VLDB |
| 6 | 350 | Discovering Denial Constraints | 2013 | VLDB |
| 7 | 11,262 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB |
| 8 | 6,860 | Fast Incremental Discovery of Pointwise Order Dependencies | 2020 | VLDB |
| 9 | 6,173 | Fundamentals of Order Dependencies | 2012 | VLDB |
| 10 | 6,427 | Expressiveness and Complexity of Order Dependencies | 2013 | VLDB |