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Greedy Strategies and Larger Islands of Tractability for Conjunctive Queries and Constraint Satisfaction Problems

机译:贪婪策略和更大的连锁可操作性群岛   查询和约束满足问题

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摘要

Structural decomposition methods have been developed for identifyingtractable classes of instances of fundamental problems in databases, such asconjunctive queries and query containment, of the constraint satisfactionproblem in artificial intelligence, or more generally of the homomorphismproblem over relational structures. Most structural decomposition methods canbe characterized through hypergraph games that are variations of the Robber andCops graph game that characterizes the notion of treewidth. In particular,decomposition trees somehow correspond to monotone winning strategies, wherethe escape space of the robber on the hypergraph is shrunk monotonically by thecops. In fact, unlike the treewidth case, there are hypergraphs where monotonicstrategies do not exist, while the robber can be captured by means of morecomplex non-monotonic strategies. However, these powerful strategies do notcorrespond in general to valid decompositions. The paper provides a general wayto exploit the power of non-monotonic strategies, by allowing a "disciplined"form of non-monotonicity, characteristic of cops playing in a greedy way. It isshown that deciding the existence of a (non-monotone) greedy winning strategy(and compute one, if any) is tractable. Moreover, despite theirnon-monotonicity, such strategies always induce valid decomposition trees,which can be computed efficiently based on them. As a consequence, greedystrategies allow us to define new islands of tractability for the consideredproblems properly including all previously known classes of tractableinstances.
机译:已经开发出结构分解方法,用于识别数据库中基本问题实例的易处理类,例如,合取查询和查询包含,人工智能中的约束满足问题,或更笼统地说是关系结构上的同态问题。大多数结构分解方法可以通过超图游戏来表征,超图游戏是表征树宽概念的Robber和Cops图游戏的变体。特别地,分解树某种程度上对应于单调获胜策略,其中强盗在超图上的逃逸空间被警察单调收缩。实际上,与树宽情况不同,有些超图不存在单调策略,而强盗可以通过更复杂的非单调策略来捕获。但是,这些强大的策略通常不对应于有效的分解。本文通过允许非纪律性的“有纪律”形式,以贪婪的方式扮演警察的特征,提供了一种利用非纪律性策略力量的一般方法。结果表明,确定(非单调)贪婪获胜策略的存在(并计算一个,如果有的话)是很容易的。此外,尽管这些策略具有非单调性,但它们始终会诱发有效的分解树,并根据这些分解树进行有效计算。结果,贪心策略使我们能够为所考虑的问题正确定义新的可处理性孤岛,包括所有先前已知的易处理性实例。

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