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Richoux, Florian (2009) Toward a complexity classification of CSP through kernel width. Doctorat Informatique, Laboratoire d'Informatique de l'École Polytechnique, EP/X p.88.
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Résumé
Constraint Satisfaction Problems (CSP) constitute a universal formalism allowing to modelize a huge number of algorithmical and combinatorial problems, such as problems over graphs, databases, artificial intelligence, …
This thesis is in line with the study of the computational complexity of CSP. It is a very active research domain for which there exists dedicated sessions in some highest conferences in algorithmic, logic and artificial intelligennce such as IJCAI and AAAI.
The starting point of this thesis was to study some restrictions of CSP and to fully characterize the computational complexity of these sub-problems. This goal has been reached with the complete characterization of monotone CSP over finite domains of an arbitrary cardinality and over infinite countable domains. These results lead to two international and one national publications. This thesis also describes a complete characterization of homogeneous co-Boolean CSP and gives a first approach of a complete characterization for general co-Boolean CSP. Most of all, this thesis develops a new method based on the kernel width which seems to be very promissing to characterize the computational complexity of the general CSP problem, and starts to give some firsts innovating results on the complexity.
| Type d'EPrint: | Thèse (Doctorat) |
|---|---|
| Directeur de Thèse: | Hermann, Miki |
| Date: | 12 Novembre 2009 |
| Jury de Thèse: | Bodirsky, Manuel et Creignou, Nadia et Dalmau, Victor et Dowek, Gilles et Durand, Arnaud et Nesetril, Jaroslav et Nordh, Gustav |
| Ecole Doctorale: | ED 447 ECOLE DOCTORALE DE L'ECOLE POLYTECHNIQUE |
| Discipline: | Informatique |
| Fonds: | Ecole Polytechnique (EP/X) |
| Institution: | EP/X |
| Laboratoire: | Laboratoire d'Informatique de l'École Polytechnique |
| Sujets: | 2. Sciences et technologies de l'information et de la communication |
| Mots-clés libres: | Computational complexity, Constraint satisfaction problems, Kernel width |
| Code ID: | 5564 |
| Déposé par : | Florian Richoux |
| Déposé le : | 24 Novembre 2009 |
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