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Filtering Algorithms for the NValue Constraint

Filtering algorithms for the NValue constraint
Authors: Christian Bessiere; Emmanuel Hebrard; Brahim Hnich; Zeynep Kiziltan; Toby Walsh;

Filtering Algorithms for the NValue Constraint

Abstract

The NValue constraint counts the number of different values assigned to a vector of variables. Propagating generalized arc consistency on this constraint is NP-hard. We show that computing even the lower bound on the number of values is NP-hard. We therefore study different approximation heuristics for this problem. We introduce three new methods for computing a lower bound on the number of values. The first two are based on the maximum independent set problem and are incomparable to a previous approach based on intervals. The last method is a linear relaxation of the problem. This gives a tighter lower bound than all other methods, but at a greater asymptotic cost.

Country
Italy
Keywords

[INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], NVALUE CONSTRAINT; NP-HARD; PRUNING; LINEAR RELAXATION; GLOBAL CONSTRAINTS, Linear relaxation, Analysis of algorithms and problem complexity, pruning, NValue constraint, ., NP-hard, AtMostNValue, Pruning, AtleastNValue, global constraints, Computational difficulty of problems (lower bounds, completeness, difficulty of approximation, etc.), linear relaxation, Global constraints, Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.)

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    popularity
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    influence
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
27
Average
Top 10%
Top 10%
Green
bronze