Uncertainty in Constraint Satisfaction Problems: a Probalistic Approach
@inproceedings{Fargier1993UncertaintyIC, title={Uncertainty in Constraint Satisfaction Problems: a Probalistic Approach}, author={H. Fargier and J. Lang}, booktitle={ECSQARU}, year={1993} }
We propose a framework for dealing with probabilistic uncertainty in constraint satisfaction problems, associating with each constraint the probability that it is a part of the real problem (the latter being only partially known). The probability degrees on the relevance of the constraints enable us to define, for each instanciation, the probability that it is a solution of the real problem. We briefly give a methodology for the search of the best solution (maximizing this probability).
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References
SHOWING 1-10 OF 14 REFERENCES
Possibilistic Constraint Satisfaction Problems or "How to Handle Soft Constraints?"
- Computer Science, Mathematics
- UAI
- 1992
- 176
- PDF
The calculus of fuzzy restrictions as a basis for flexible constraint satisfaction
- Mathematics
- [Proceedings 1993] Second IEEE International Conference on Fuzzy Systems
- 1993
- 160
Increasing Tree Search Efficiency for Constraint Satisfaction Problems
- Mathematics, Computer Science
- Artif. Intell.
- 1980
- 1,443
- PDF
Probabilistic reasoning in intelligent systems - networks of plausible inference
- Computer Science
- Morgan Kaufmann series in representation and reasoning
- 1989
- 17,589
- PDF
Networks of constraints: Fundamental properties and applications to picture processing
- Computer Science
- Inf. Sci.
- 1974
- 1,532