Approximate denial constraints

E Livshits, A Heidari, IF Ilyas, B Kimelfeld - arXiv preprint arXiv:2005.08540, 2020 - arxiv.org
… more general Denial Constraints (DCs). In this paper, we investigate the problem of mining
approximate DCs (… Considering approximate constraints allows us to discover more accurate …

Discovery of approximate (and exact) denial constraints

EHM Pena, EC De Almeida, F Naumann - Proceedings of the VLDB …, 2019 - dl.acm.org
… Discovering approximate DCs is even more challenging than discovering exact DCs: It …
denial constraint finder (DCFINDER), a novel algorithm to efficiently discover both approximate

Fast approximate denial constraint discovery

R Xiao, Z Tan, H Wang, S Ma - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
… We investigate the problem of discovering approximate denial … and in the second phase
approximate DCs are found by leveraging … (2) Our solution to approximate DC discovery from the …

Discovering denial constraints

X Chu, IF Ilyas, P Papotti - Proceedings of the VLDB Endowment, 2013 - dl.acm.org
… To handle datasets that may have data errors, we extend FASTDC to discover approximate
constraints. Finally, we further extend it to discover DCs involving constant values. …

Fast Algorithms for Denial Constraint Discovery

EHM Pena, F Porto, F Naumann - Proceedings of the VLDB Endowment, 2022 - dl.acm.org
… An approximate DC is a DC partially satisfied in a relation instance. The term “partial” refers
to a relaxation in the constraint definition. Following related work [17], we use approximation

Discovering Denial Constraints in Dynamic Datasets

EHM Pena, F Porto, F Naumann - 2024 IEEE 40th International …, 2024 - ieeexplore.ieee.org
denial constraints (DCs), a powerful type of data dependency that generalizes keys, functional
dependencies, and order dependencies while capturing further constraintsapproximate

Discovering Denial Constraints Based on Deep Reinforcement Learning

L Bian, W Yang, J Xu, Z Tan - Proceedings of the 33rd ACM International …, 2024 - dl.acm.org
… [19] adapts a hitting set enumeration algorithm MMCS to enumerate all approximate hitting …
set building and a novel method to discover approximate DCs from the evidence set. Different …

Incremental discovery of denial constraints

C Qian, M Li, Z Tan, A Ran, S Ma - The VLDB Journal, 2023 - Springer
… We investigate the problem of incremental denial constraint (… approximate DCs that hold
with some exceptions, and [12, 43] study methods for discovering both exact and approximate

The complexity and approximation of fixing numerical attributes in databases under integrity constraints

L Bertossi, L Bravo, E Franconi, A Lopatenko - Information Systems, 2008 - Elsevier
… databases with respect to denial constraints by fixing integer … We also develop approximation
algorithms for the latter. … are denial constraints; and sets of denials are always finite. …

Fast detection of denial constraint violations

EHM Pena, EC de Almeida, F Naumann - Proceedings of the VLDB …, 2021 - dl.acm.org
… We express constraints using the denial constraint (DC) formal… relevant types of constraints,
including unique constraints, functional … The set of DCs contains both approximate DCs (with …