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Consistency of Chordal RCC-8 Networks

Published: 07 November 2012 Publication History

Abstract

We consider chordal RCC-8 networks and show that we can check their consistency by enforcing partial path consistency with weak composition. We prove this by using the fact that RCC-8 networks with relations from the maximal tractable subsets $\mathbf{\hat{\mathcal{H}}_8, \mathcal{C}_8, }$ and $\mathbf{\mathcal{Q}_8}$ of RCC-8 have the patchwork property. The use of partial path consistency has important practical consequences that we demonstrate with the implementation of the new reasoner PyRCC$\mathbf{8\bigtriangledown}$, which is developed by extending the state of the art reasoner PyRCC8. Given an RCC-8 network with only tractable RCC-8 relations, we show that it can be solved very efficiently with PyRCC$\mathbf{8\bigtriangledown}$ by making its underlying constraint graph chordal and running path consistency on this sparse graph instead of the completion of the given network. In the same way, partial path consistency can be used as the consistency checking step in backtracking algorithms for networks with arbitrary RCC-8 relations resulting in very improved pruning for sparse networks while incurring a penalty for dense networks.

Cited By

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  • (2018)A Hybrid Evolutionary Algorithm for Maximizing Satisfiability in Temporal or Spatial Qualitative ConstraintsProceedings of the 10th Hellenic Conference on Artificial Intelligence10.1145/3200947.3201021(1-9)Online publication date: 9-Jul-2018
  • (2016)Efficient path consistency algorithm for large qualitative constraint networksProceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence10.5555/3060621.3060788(1202-1208)Online publication date: 9-Jul-2016
  • (2016)Finite unary relations and qualitative constraint satisfactionProceedings of the Twenty-second European Conference on Artificial Intelligence10.3233/978-1-61499-672-9-37(37-45)Online publication date: 29-Aug-2016
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cover image Guide Proceedings
ICTAI '12: Proceedings of the 2012 IEEE 24th International Conference on Tools with Artificial Intelligence - Volume 01
November 2012
1199 pages
ISBN:9780769549156

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IEEE Computer Society

United States

Publication History

Published: 07 November 2012

Author Tags

  1. RCC-8 topological relation
  2. chordal graph
  3. constraint network
  4. partial path consistency
  5. weak composition

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Cited By

View all
  • (2018)A Hybrid Evolutionary Algorithm for Maximizing Satisfiability in Temporal or Spatial Qualitative ConstraintsProceedings of the 10th Hellenic Conference on Artificial Intelligence10.1145/3200947.3201021(1-9)Online publication date: 9-Jul-2018
  • (2016)Efficient path consistency algorithm for large qualitative constraint networksProceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence10.5555/3060621.3060788(1202-1208)Online publication date: 9-Jul-2016
  • (2016)Finite unary relations and qualitative constraint satisfactionProceedings of the Twenty-second European Conference on Artificial Intelligence10.3233/978-1-61499-672-9-37(37-45)Online publication date: 29-Aug-2016
  • (2016)Efficiently Reasoning about Qualitative Constraints through Variable EliminationProceedings of the 9th Hellenic Conference on Artificial Intelligence10.1145/2903220.2903226(1-10)Online publication date: 18-May-2016
  • (2015)Efficiently characterizing non-redundant constraints in large real world qualitative spatial networksProceedings of the 24th International Conference on Artificial Intelligence10.5555/2832581.2832699(3229-3235)Online publication date: 25-Jul-2015
  • (2015)On the use and effect of graph decomposition in qualitative spatial and temporal reasoningProceedings of the 30th Annual ACM Symposium on Applied Computing10.1145/2695664.2695831(1874-1879)Online publication date: 13-Apr-2015
  • (2013)Querying Incomplete Geospatial Information in RDFProceedings of the 13th International Symposium on Advances in Spatial and Temporal Databases - Volume 809810.5555/2960717.2960750(447-450)Online publication date: 21-Aug-2013

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