Title :
Σ-All Different: Softening AllDifferent in Weighted CSPs
Author :
Métivier, Jean-Philippe ; Boizumault, Patrice ; Loudni, Samir
Author_Institution :
Univ. de Caen, Caen
Abstract :
A soft version of the well-known global constraint AllDifferent has been recently introduced for the Max-CSP framework ([9, 15, 16]). In this paper, we propose to soften AllDifferent in the Weighted CSP framework that is more general. We extend the two semantics of violation proposed in [9]: the first one is based on variables and the second one on the decomposition into a set of binary constraints of difference. For the first semantic, we propose a polynomial algorithm which maintains hyper- arc consistency. For the second one, we prove that checking hyper-arc consistency is an NP-Hard problem. So, we propose to maintain a local consistency using a filtering based on lower bounds computation. Finally, we present some experimental results and draw a few perspectives.
Keywords :
operations research; optimisation; polynomials; Max-CSP framework; NP-hard problem; Sigma-alldifferent; binary constraints; filtering; global constraint; hyper-arc consistency; lower bounds computation; maximal constraint satisfaction problem; polynomial algorithm; weighted CSP framework; Artificial intelligence; Costs; Filtering algorithms; NP-hard problem; Polynomials; Softening; Tellurium;
Conference_Titel :
Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE International Conference on
Conference_Location :
Patras
Print_ISBN :
978-0-7695-3015-4
DOI :
10.1109/ICTAI.2007.82