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Bounded Queries, Approximations and the Boolean Hierarchy

机译:有界查询,逼近和布尔层次结构

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This paper introduces a new model of computation for describing the complexity of NP-approximation problems. The results show that the complexity of NP-approximation problems can be characterized by classes of multi-valued functions computed by nondeterministic polynomial time Turing machines with a bounded number of oracle queries to an NP-complete language. In contrast to the bounded query classes used in previous studies, the machines defined here solve NP-approximation problems by providing the witness to an approximate solution --- not just by estimating the size of the objective function. Furthermore, the introduction of this new model of computation is justified in three ways. First, the definition of these complexity classes is robust. Second, NP-approximation problems are complete problems for these complexity classes. This paper concentrates on the Traveling Salesman Problem and the MaxClique Problem. However, these results are general enough to extend to problems such as Graph Coloring and Maximum Satisfiability using existing techniques in the literature. Finally, the utility of this model of computation is demonstrated by proving some new upward collapse results for NP-approximation problems that would be difficult to achieve without the machinery provided by the model.
机译:本文介绍了一种新的计算模型,用于描述NP逼近问题的复杂性。结果表明,NP逼近问题的复杂性可以通过由不确定性多项式时间Turing机计算的多值函数类来表征,这些函数具有一定数量的对NP完全语言的oracle查询。与以前的研究中使用的有界查询类相反,此处定义的机器通过为见证人提供近似解决方案来解决NP近似问题-不仅是通过估计目标函数的大小。此外,采用三种方式证明了这种新的计算模型的合理性。首先,这些复杂性类别的定义是可靠的。其次,对于这些复杂度类别,NP逼近问题是完全问题。本文着重于旅行商问题和MaxClique问题。但是,这些结果足够普遍,可以扩展到使用现有文献中的技术解决的问题,例如图形着色和最大满意度。最后,通过证明NP逼近问题的一些新的向上崩溃结果,证明了该计算模型的实用性,而如果没有模型提供的机制,这些问题将难以实现。

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