Abstract
Given a qualitative constraint network (QCN), a singleton-style consistency focuses on each base relation (atom) of a constraint separately, rather than the entire constraint altogether. This local consistency is essential for tackling fundamental reasoning problems associated with QCNs, such as minimal labeling, but can suffer from redundant constraint checks, especially when checks occur far from where the pruning usually takes place. In this paper, we propose singleton-style consistencies that are applied just on the neighbourhood of a singleton-checked constraint instead of the whole network. We make a theoretical comparison with existing consistencies and consequently prove some properties of the new ones. Further, we propose algorithms to enforce our consistencies, as well as parsimonious variants thereof, that are more efficient in practice than the state of the art. An experimental evaluation with random and structured QCNs of Allen's Interval Algebra in the phase transition region demonstrates the potential of our approach.
Original language | English |
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Article number | 104638 |
Journal | Information and Computation |
Volume | 280 |
DOIs | |
Publication status | Published - 2021 |
Publication type | A1 Journal article-refereed |
Funding
Funding : This work was supported by the Academy of Finland [grant numbers 251170 , 327352 ].
Keywords
- Minimal labeling problem
- Neighbourhood
- Qualitative constraints
- Singleton-style consistencies
- Spatial and temporal reasoning
Publication forum classification
- Publication forum level 2
ASJC Scopus subject areas
- Theoretical Computer Science
- Information Systems
- Computer Science Applications
- Computational Theory and Mathematics