On the complexity of numerical analysis

E. Allender, Peter Bürgisser, Johan Kjeldgaard-Pedersen, Peter Bro Miltersen
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引用次数: 181

Abstract

We study two quite different approaches to understanding the complexity of fundamental problems in numerical analysis. We show that both hinge on the question of understanding the complexity of the following problem, which we call PosSLP; given a division-free straight-line program producing an integer N, decide whether N > 0. We show that PosSLP lies in the counting hierarchy, and combining our results with work of Tiwari, we show that the Euclidean traveling salesman problem lies in the counting hierarchy - the previous best upper bound for this important problem (in terms of classical complexity classes) being PSPACE
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论数值分析的复杂性
我们研究了两种完全不同的方法来理解数值分析中基本问题的复杂性。我们表明,两者都取决于理解下面这个问题的复杂性的问题,我们称之为PosSLP;给出一个产生整数N的无除法直线程序,判断N是否> 0。我们证明了PosSLP存在于计数层次中,并将我们的结果与Tiwari的工作相结合,我们证明了欧几里得旅行商问题存在于计数层次中——这个重要问题(就经典复杂性类而言)的先前最佳上界是PSPACE
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