Boosting Search with Variable Elimination in Constraint Optimization and Constraint Satisfaction Problems

被引:0
|
作者
Javier Larrosa
Rina Dechter
机构
[1] Universitat Politècnica de Catalunya,
[2] University of California at Irvine,undefined
来源
Constraints | 2003年 / 8卷
关键词
constraint satisfaction; constraint optimization; soft constraints; bucket elimination; branch and bound;
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中图分类号
学科分类号
摘要
There are two main solving schemas for constraint satisfaction and optimization problems: i) search, whose basic step is branching over the values of a variables, and ii) dynamic programming, whose basic step is variable elimination. Variable elimination is time and space exponential in a graph parameter called induced width, which renders the approach infeasible for many problem classes. However, by restricting variable elimination so that only low arity constraints are processed and recorded, it can be effectively combined with search, because the elimination of variables may reduce drastically the search tree size.
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页码:303 / 326
页数:23
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